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Browse files- index.html +134 -103
index.html
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@@ -78,7 +78,6 @@ body {
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.page { max-width: 1080px; margin: 0 auto; padding: 3rem 1.5rem 4rem; }
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/* HEADER */
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.header { margin-bottom: 3rem; }
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.header-eyebrow {
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font-family: 'Space Mono', monospace;
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@@ -103,7 +102,6 @@ body {
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line-height: 1.65;
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}
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/* STATS ROW */
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.stats-row {
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display: flex;
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gap: 1px;
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@@ -133,7 +131,6 @@ body {
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margin-top: 0.4rem;
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}
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/* CATEGORY SECTION */
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.category-section { margin-bottom: 2.5rem; }
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.category-header {
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display: flex;
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@@ -163,7 +160,6 @@ body {
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font-family: 'Space Mono', monospace;
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}
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/* PROJECT CARDS */
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.projects-grid {
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display: grid;
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grid-template-columns: repeat(3, 1fr);
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@@ -228,7 +224,6 @@ body {
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font-variant-numeric: tabular-nums;
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}
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/* TECH STACK */
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.tech-section {
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margin-top: 2.5rem;
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padding-top: 2rem;
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@@ -256,7 +251,32 @@ body {
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color: var(--text-secondary);
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}
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.footer {
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margin-top: 3rem;
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padding-top: 1.5rem;
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@@ -274,15 +294,15 @@ body {
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<div class="header">
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<div class="header-eyebrow">Machine Learning Portfolio</div>
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<h1>
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<p class="header-desc">
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</div>
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<div class="stats-row">
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<div class="stat-cell"><div class="stat-num">30</div><div class="stat-label">
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<div class="stat-cell"><div class="stat-num">10</div><div class="stat-label">
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<div class="stat-cell"><div class="stat-num">34</div><div class="stat-label">
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<div class="stat-cell"><div class="stat-num">15+</div><div class="stat-label">Kaggle
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<div class="stat-cell"><div class="stat-num">1</div><div class="stat-label">Streamlit App</div></div>
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</div>
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@@ -290,35 +310,35 @@ body {
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<div class="category-section">
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<div class="category-header">
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<div class="category-dot" style="background:var(--cat-reg)"></div>
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<span class="category-name">
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<span class="category-count">3
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</div>
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<div class="projects-grid">
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">S&P 500,
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<div class="card-footer">
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<span class="tag">RandomForest</span>
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<span class="tag">Kaggle</span>
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<span class="metric-pill">
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">RandomForest</span>
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<span class="tag">OneHot</span>
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<span class="metric-pill">
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">Uber/
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">RandomForest</span>
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<span class="tag">50K
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<span class="metric-pill">
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</div>
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</div>
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</div>
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<div class="category-section">
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<div class="category-header">
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<div class="category-dot" style="background:var(--cat-clf)"></div>
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<span class="category-name">
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<span class="category-count">3
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</div>
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<div class="projects-grid">
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">RandomForest</span>
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<span class="metric-pill">Acc 81.2%</span>
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">RandomForest</span>
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<span class="tag">Balanced</span>
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@@ -350,8 +370,8 @@ body {
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">RandomForest</span>
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<span class="tag">OneHot</span>
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@@ -365,13 +385,13 @@ body {
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<div class="category-section">
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<div class="category-header">
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<div class="category-dot" style="background:var(--cat-clu)"></div>
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<span class="category-name">
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<span class="category-count">3
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</div>
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<div class="projects-grid">
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<div class="project-card">
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<div class="card-title">NBA
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">KMeans</span>
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<span class="tag">3D Viz</span>
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@@ -379,8 +399,8 @@ body {
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">KMeans</span>
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<span class="tag">Scaler</span>
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@@ -388,8 +408,8 @@ body {
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">Spotify
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">KMeans</span>
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<span class="tag">Spotify</span>
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<div class="category-section">
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<div class="category-header">
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<div class="category-dot" style="background:var(--cat-cv)"></div>
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<span class="category-name">
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<span class="category-count">3
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</div>
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<div class="projects-grid">
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">MediaPipe</span>
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<span class="tag">EAR</span>
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">RandomForest</span>
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<span class="tag">64x64px</span>
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">MediaPipe</span>
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<span class="tag">Realtime</span>
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<div class="category-section">
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<div class="category-header">
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<div class="category-dot" style="background:var(--cat-nlp)"></div>
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<span class="category-name">
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<span class="category-count">3
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</div>
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<div class="projects-grid">
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<div class="project-card">
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<div class="card-title">SMS Spam
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">NaiveBayes</span>
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<span class="tag">TF-IDF</span>
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">IMDb
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">LogReg</span>
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<span class="tag">TF-IDF</span>
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@@ -462,8 +482,8 @@ body {
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">LogReg</span>
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<span class="tag">TF-IDF</span>
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<div class="category-section">
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<div class="category-header">
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<div class="category-dot" style="background:var(--cat-rec)"></div>
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<span class="category-name">
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<span class="category-count">3
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</div>
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<div class="projects-grid">
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">TF-IDF</span>
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<span class="tag">Cosine Sim</span>
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">TF-IDF</span>
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<span class="tag">Goodreads</span>
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">TF-IDF</span>
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<span class="tag">Spotify</span>
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<div class="category-section">
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<div class="category-header">
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<div class="category-dot" style="background:var(--cat-ts)"></div>
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<span class="category-name">
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<span class="category-count">3
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</div>
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<div class="projects-grid">
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">AAPL
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<div class="card-footer">
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<span class="tag">LinearReg</span>
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<span class="tag">yfinance</span>
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<span class="metric-pill">
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">LinearReg</span>
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<span class="tag">Lag-1</span>
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<span class="metric-pill">
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">Walmart
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<div class="card-footer">
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<span class="tag">LinearReg</span>
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<span class="tag">
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<span class="metric-pill">
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</div>
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</div>
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</div>
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<div class="category-section">
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<div class="category-header">
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<div class="category-dot" style="background:var(--cat-viz)"></div>
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<span class="category-name">
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<span class="category-count">3
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</div>
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<div class="projects-grid">
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">Plotly</span>
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<span class="tag">Dashboard</span>
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">Plotly</span>
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<span class="tag">
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</div>
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</div>
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<div class="project-card">
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<div class="card-title">E-
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<div class="card-desc">
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<div class="card-footer">
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<span class="tag">Plotly</span>
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<span class="tag">Dashboard</span>
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<div class="category-section">
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<div class="category-header">
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<div class="category-dot" style="background:var(--cat-dl)"></div>
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<span class="category-name">
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<span class="category-count">3
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</div>
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<div class="projects-grid">
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<div class="project-card">
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<span class="tag">CNN</span>
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<span class="tag">Keras</span>
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</div>
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</div>
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<span class="tag">CNN</span>
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<span class="tag">FER2013</span>
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</div>
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</div>
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<span class="tag">Markov</span>
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<span class="tag">Shakespeare</span>
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<div class="category-dot" style="background:var(--cat-ai)"></div>
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</div>
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<span class="tag">Rule-based</span>
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<span class="tag">Decision Tree</span>
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</div>
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</div>
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<span class="tag">Intent Clf</span>
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<span class="tag">NLP</span>
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</div>
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</div>
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<span class="tag">Simulation</span>
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<span class="tag">Sensor</span>
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<!-- TECH STACK -->
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<div class="tech-section">
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<div class="tech-title">
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<div class="tech-grid">
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<span class="tech-tag">Python</span>
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<span class="tech-tag">Streamlit</span>
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<span class="tech-tag">Joblib</span>
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<span class="tech-tag">Kaggle API</span>
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<span class="tech-tag">TF-IDF</span>
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</div>
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</div>
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<div class="footer">
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<span>Ali Oktay Bobus -- Data Science Portfolio</span>
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<span>30
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</div>
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| 679 |
|
| 680 |
</div>
|
|
|
|
| 78 |
|
| 79 |
.page { max-width: 1080px; margin: 0 auto; padding: 3rem 1.5rem 4rem; }
|
| 80 |
|
|
|
|
| 81 |
.header { margin-bottom: 3rem; }
|
| 82 |
.header-eyebrow {
|
| 83 |
font-family: 'Space Mono', monospace;
|
|
|
|
| 102 |
line-height: 1.65;
|
| 103 |
}
|
| 104 |
|
|
|
|
| 105 |
.stats-row {
|
| 106 |
display: flex;
|
| 107 |
gap: 1px;
|
|
|
|
| 131 |
margin-top: 0.4rem;
|
| 132 |
}
|
| 133 |
|
|
|
|
| 134 |
.category-section { margin-bottom: 2.5rem; }
|
| 135 |
.category-header {
|
| 136 |
display: flex;
|
|
|
|
| 160 |
font-family: 'Space Mono', monospace;
|
| 161 |
}
|
| 162 |
|
|
|
|
| 163 |
.projects-grid {
|
| 164 |
display: grid;
|
| 165 |
grid-template-columns: repeat(3, 1fr);
|
|
|
|
| 224 |
font-variant-numeric: tabular-nums;
|
| 225 |
}
|
| 226 |
|
|
|
|
| 227 |
.tech-section {
|
| 228 |
margin-top: 2.5rem;
|
| 229 |
padding-top: 2rem;
|
|
|
|
| 251 |
color: var(--text-secondary);
|
| 252 |
}
|
| 253 |
|
| 254 |
+
.links-section {
|
| 255 |
+
margin-top: 2rem;
|
| 256 |
+
padding-top: 1.5rem;
|
| 257 |
+
border-top: 1px solid var(--divider);
|
| 258 |
+
}
|
| 259 |
+
.links-grid {
|
| 260 |
+
display: flex;
|
| 261 |
+
gap: 0.75rem;
|
| 262 |
+
flex-wrap: wrap;
|
| 263 |
+
}
|
| 264 |
+
.link-card {
|
| 265 |
+
font-size: 0.8rem;
|
| 266 |
+
font-family: 'Space Mono', monospace;
|
| 267 |
+
padding: 0.6rem 1.2rem;
|
| 268 |
+
border-radius: 6px;
|
| 269 |
+
border: 1px solid var(--border);
|
| 270 |
+
background: var(--bg-card);
|
| 271 |
+
color: var(--accent);
|
| 272 |
+
text-decoration: none;
|
| 273 |
+
transition: background 0.15s, box-shadow 0.15s;
|
| 274 |
+
}
|
| 275 |
+
.link-card:hover {
|
| 276 |
+
background: var(--accent-light);
|
| 277 |
+
box-shadow: var(--shadow-hover);
|
| 278 |
+
}
|
| 279 |
+
|
| 280 |
.footer {
|
| 281 |
margin-top: 3rem;
|
| 282 |
padding-top: 1.5rem;
|
|
|
|
| 294 |
|
| 295 |
<div class="header">
|
| 296 |
<div class="header-eyebrow">Machine Learning Portfolio</div>
|
| 297 |
+
<h1>Data Science Expertise<br>Across 30 Projects</h1>
|
| 298 |
+
<p class="header-desc">From regression to deep learning, NLP to computer vision -- trained models on real Kaggle datasets across 10 categories, served through a live Streamlit interface.</p>
|
| 299 |
</div>
|
| 300 |
|
| 301 |
<div class="stats-row">
|
| 302 |
+
<div class="stat-cell"><div class="stat-num">30</div><div class="stat-label">Projects</div></div>
|
| 303 |
+
<div class="stat-cell"><div class="stat-num">10</div><div class="stat-label">Categories</div></div>
|
| 304 |
+
<div class="stat-cell"><div class="stat-num">34</div><div class="stat-label">Trained Models</div></div>
|
| 305 |
+
<div class="stat-cell"><div class="stat-num">15+</div><div class="stat-label">Kaggle Datasets</div></div>
|
| 306 |
<div class="stat-cell"><div class="stat-num">1</div><div class="stat-label">Streamlit App</div></div>
|
| 307 |
</div>
|
| 308 |
|
|
|
|
| 310 |
<div class="category-section">
|
| 311 |
<div class="category-header">
|
| 312 |
<div class="category-dot" style="background:var(--cat-reg)"></div>
|
| 313 |
+
<span class="category-name">Regression</span>
|
| 314 |
+
<span class="category-count">3 projects</span>
|
| 315 |
</div>
|
| 316 |
<div class="projects-grid">
|
| 317 |
<div class="project-card">
|
| 318 |
+
<div class="card-title">Gold Price Prediction</div>
|
| 319 |
+
<div class="card-desc">Predicts gold ounce price using S&P 500, crude oil, silver, and EUR/USD indices.</div>
|
| 320 |
<div class="card-footer">
|
| 321 |
<span class="tag">RandomForest</span>
|
| 322 |
<span class="tag">Kaggle</span>
|
| 323 |
+
<span class="metric-pill">R2 0.990</span>
|
| 324 |
</div>
|
| 325 |
</div>
|
| 326 |
<div class="project-card">
|
| 327 |
+
<div class="card-title">Student Exam Score Prediction</div>
|
| 328 |
+
<div class="card-desc">Forecasts math scores from demographic and educational preparation factors.</div>
|
| 329 |
<div class="card-footer">
|
| 330 |
<span class="tag">RandomForest</span>
|
| 331 |
<span class="tag">OneHot</span>
|
| 332 |
+
<span class="metric-pill">R2 0.849</span>
|
| 333 |
</div>
|
| 334 |
</div>
|
| 335 |
<div class="project-card">
|
| 336 |
+
<div class="card-title">Uber/Taxi Fare Prediction</div>
|
| 337 |
+
<div class="card-desc">Estimates trip cost from pickup-dropoff coordinates and passenger count.</div>
|
| 338 |
<div class="card-footer">
|
| 339 |
<span class="tag">RandomForest</span>
|
| 340 |
+
<span class="tag">50K rows</span>
|
| 341 |
+
<span class="metric-pill">R2 0.778</span>
|
| 342 |
</div>
|
| 343 |
</div>
|
| 344 |
</div>
|
|
|
|
| 348 |
<div class="category-section">
|
| 349 |
<div class="category-header">
|
| 350 |
<div class="category-dot" style="background:var(--cat-clf)"></div>
|
| 351 |
+
<span class="category-name">Classification</span>
|
| 352 |
+
<span class="category-count">3 projects</span>
|
| 353 |
</div>
|
| 354 |
<div class="projects-grid">
|
| 355 |
<div class="project-card">
|
| 356 |
+
<div class="card-title">Mobile Device Price Segment</div>
|
| 357 |
+
<div class="card-desc">Classifies phones into price tiers (0-3) based on hardware specifications.</div>
|
| 358 |
<div class="card-footer">
|
| 359 |
<span class="tag">RandomForest</span>
|
| 360 |
<span class="metric-pill">Acc 81.2%</span>
|
| 361 |
</div>
|
| 362 |
</div>
|
| 363 |
<div class="project-card">
|
| 364 |
+
<div class="card-title">Wine Quality Classification</div>
|
| 365 |
+
<div class="card-desc">Predicts red wine quality score from chemical measurements.</div>
|
| 366 |
<div class="card-footer">
|
| 367 |
<span class="tag">RandomForest</span>
|
| 368 |
<span class="tag">Balanced</span>
|
|
|
|
| 370 |
</div>
|
| 371 |
</div>
|
| 372 |
<div class="project-card">
|
| 373 |
+
<div class="card-title">Customer Churn Prediction</div>
|
| 374 |
+
<div class="card-desc">Predicts telecom customer attrition risk from usage patterns.</div>
|
| 375 |
<div class="card-footer">
|
| 376 |
<span class="tag">RandomForest</span>
|
| 377 |
<span class="tag">OneHot</span>
|
|
|
|
| 385 |
<div class="category-section">
|
| 386 |
<div class="category-header">
|
| 387 |
<div class="category-dot" style="background:var(--cat-clu)"></div>
|
| 388 |
+
<span class="category-name">Clustering</span>
|
| 389 |
+
<span class="category-count">3 projects</span>
|
| 390 |
</div>
|
| 391 |
<div class="projects-grid">
|
| 392 |
<div class="project-card">
|
| 393 |
+
<div class="card-title">NBA Player Performance Clustering</div>
|
| 394 |
+
<div class="card-desc">Groups players into play-style clusters based on per-game stats, with 3D visualization.</div>
|
| 395 |
<div class="card-footer">
|
| 396 |
<span class="tag">KMeans</span>
|
| 397 |
<span class="tag">3D Viz</span>
|
|
|
|
| 399 |
</div>
|
| 400 |
</div>
|
| 401 |
<div class="project-card">
|
| 402 |
+
<div class="card-title">Credit Card Customer Segmentation</div>
|
| 403 |
+
<div class="card-desc">Builds financial profiles from spending limits and balance behaviors.</div>
|
| 404 |
<div class="card-footer">
|
| 405 |
<span class="tag">KMeans</span>
|
| 406 |
<span class="tag">Scaler</span>
|
|
|
|
| 408 |
</div>
|
| 409 |
</div>
|
| 410 |
<div class="project-card">
|
| 411 |
+
<div class="card-title">Spotify Song Style Clustering</div>
|
| 412 |
+
<div class="card-desc">Groups songs by audio features like danceability, energy, and loudness.</div>
|
| 413 |
<div class="card-footer">
|
| 414 |
<span class="tag">KMeans</span>
|
| 415 |
<span class="tag">Spotify</span>
|
|
|
|
| 423 |
<div class="category-section">
|
| 424 |
<div class="category-header">
|
| 425 |
<div class="category-dot" style="background:var(--cat-cv)"></div>
|
| 426 |
+
<span class="category-name">Computer Vision</span>
|
| 427 |
+
<span class="category-count">3 projects</span>
|
| 428 |
</div>
|
| 429 |
<div class="projects-grid">
|
| 430 |
<div class="project-card">
|
| 431 |
+
<div class="card-title">Driver Drowsiness Detection</div>
|
| 432 |
+
<div class="card-desc">Detects driver fatigue by analyzing Eye Aspect Ratio (EAR) from facial landmarks.</div>
|
| 433 |
<div class="card-footer">
|
| 434 |
<span class="tag">MediaPipe</span>
|
| 435 |
<span class="tag">EAR</span>
|
| 436 |
</div>
|
| 437 |
</div>
|
| 438 |
<div class="project-card">
|
| 439 |
+
<div class="card-title">Face Mask Detection</div>
|
| 440 |
+
<div class="card-desc">Scans uploaded photos to classify faces as masked or unmasked.</div>
|
| 441 |
<div class="card-footer">
|
| 442 |
<span class="tag">RandomForest</span>
|
| 443 |
<span class="tag">64x64px</span>
|
|
|
|
| 445 |
</div>
|
| 446 |
</div>
|
| 447 |
<div class="project-card">
|
| 448 |
+
<div class="card-title">Hand Gesture & Finger Counting</div>
|
| 449 |
+
<div class="card-desc">Extracts hand landmarks via MediaPipe to count open fingers in real time.</div>
|
| 450 |
<div class="card-footer">
|
| 451 |
<span class="tag">MediaPipe</span>
|
| 452 |
<span class="tag">Realtime</span>
|
|
|
|
| 459 |
<div class="category-section">
|
| 460 |
<div class="category-header">
|
| 461 |
<div class="category-dot" style="background:var(--cat-nlp)"></div>
|
| 462 |
+
<span class="category-name">Natural Language Processing</span>
|
| 463 |
+
<span class="category-count">3 projects</span>
|
| 464 |
</div>
|
| 465 |
<div class="projects-grid">
|
| 466 |
<div class="project-card">
|
| 467 |
+
<div class="card-title">SMS Spam Detection</div>
|
| 468 |
+
<div class="card-desc">Analyzes incoming text messages with TF-IDF to detect phishing and spam attempts.</div>
|
| 469 |
<div class="card-footer">
|
| 470 |
<span class="tag">NaiveBayes</span>
|
| 471 |
<span class="tag">TF-IDF</span>
|
|
|
|
| 473 |
</div>
|
| 474 |
</div>
|
| 475 |
<div class="project-card">
|
| 476 |
+
<div class="card-title">IMDb Sentiment Analysis</div>
|
| 477 |
+
<div class="card-desc">Classifies the sentiment behind movie reviews as positive or negative.</div>
|
| 478 |
<div class="card-footer">
|
| 479 |
<span class="tag">LogReg</span>
|
| 480 |
<span class="tag">TF-IDF</span>
|
|
|
|
| 482 |
</div>
|
| 483 |
</div>
|
| 484 |
<div class="project-card">
|
| 485 |
+
<div class="card-title">Fake News Detection</div>
|
| 486 |
+
<div class="card-desc">Analyzes news articles for authenticity and manipulation risk.</div>
|
| 487 |
<div class="card-footer">
|
| 488 |
<span class="tag">LogReg</span>
|
| 489 |
<span class="tag">TF-IDF</span>
|
|
|
|
| 497 |
<div class="category-section">
|
| 498 |
<div class="category-header">
|
| 499 |
<div class="category-dot" style="background:var(--cat-rec)"></div>
|
| 500 |
+
<span class="category-name">Recommendation Systems</span>
|
| 501 |
+
<span class="category-count">3 projects</span>
|
| 502 |
</div>
|
| 503 |
<div class="projects-grid">
|
| 504 |
<div class="project-card">
|
| 505 |
+
<div class="card-title">Movie Recommendation System</div>
|
| 506 |
+
<div class="card-desc">Recommends films based on genre and plot synopsis similarity (Cosine Similarity).</div>
|
| 507 |
<div class="card-footer">
|
| 508 |
<span class="tag">TF-IDF</span>
|
| 509 |
<span class="tag">Cosine Sim</span>
|
| 510 |
</div>
|
| 511 |
</div>
|
| 512 |
<div class="project-card">
|
| 513 |
+
<div class="card-title">Book Recommendation Engine</div>
|
| 514 |
+
<div class="card-desc">Suggests reading lists based on author and content overlap.</div>
|
| 515 |
<div class="card-footer">
|
| 516 |
<span class="tag">TF-IDF</span>
|
| 517 |
<span class="tag">Goodreads</span>
|
| 518 |
</div>
|
| 519 |
</div>
|
| 520 |
<div class="project-card">
|
| 521 |
+
<div class="card-title">Music Recommendation System</div>
|
| 522 |
+
<div class="card-desc">Builds song queues from Spotify rhythm and genre similarity features.</div>
|
| 523 |
<div class="card-footer">
|
| 524 |
<span class="tag">TF-IDF</span>
|
| 525 |
<span class="tag">Spotify</span>
|
|
|
|
| 532 |
<div class="category-section">
|
| 533 |
<div class="category-header">
|
| 534 |
<div class="category-dot" style="background:var(--cat-ts)"></div>
|
| 535 |
+
<span class="category-name">Time Series</span>
|
| 536 |
+
<span class="category-count">3 projects</span>
|
| 537 |
</div>
|
| 538 |
<div class="projects-grid">
|
| 539 |
<div class="project-card">
|
| 540 |
+
<div class="card-title">Stock Price Prediction</div>
|
| 541 |
+
<div class="card-desc">Forecasts AAPL stock trends from historical closing prices.</div>
|
| 542 |
<div class="card-footer">
|
| 543 |
<span class="tag">LinearReg</span>
|
| 544 |
<span class="tag">yfinance</span>
|
| 545 |
+
<span class="metric-pill">R2 0.975</span>
|
| 546 |
</div>
|
| 547 |
</div>
|
| 548 |
<div class="project-card">
|
| 549 |
+
<div class="card-title">Weather Temperature Prediction</div>
|
| 550 |
+
<div class="card-desc">Predicts upcoming daily average temperatures from historical climate data.</div>
|
| 551 |
<div class="card-footer">
|
| 552 |
<span class="tag">LinearReg</span>
|
| 553 |
<span class="tag">Lag-1</span>
|
| 554 |
+
<span class="metric-pill">R2 0.912</span>
|
| 555 |
</div>
|
| 556 |
</div>
|
| 557 |
<div class="project-card">
|
| 558 |
+
<div class="card-title">Store Sales Prediction</div>
|
| 559 |
+
<div class="card-desc">Analyzes Walmart weekly sales data to forecast future revenue.</div>
|
| 560 |
<div class="card-footer">
|
| 561 |
<span class="tag">LinearReg</span>
|
| 562 |
+
<span class="tag">Synthetic</span>
|
| 563 |
+
<span class="metric-pill">R2 0.767</span>
|
| 564 |
</div>
|
| 565 |
</div>
|
| 566 |
</div>
|
|
|
|
| 570 |
<div class="category-section">
|
| 571 |
<div class="category-header">
|
| 572 |
<div class="category-dot" style="background:var(--cat-viz)"></div>
|
| 573 |
+
<span class="category-name">Data Visualization</span>
|
| 574 |
+
<span class="category-count">3 projects</span>
|
| 575 |
</div>
|
| 576 |
<div class="projects-grid">
|
| 577 |
<div class="project-card">
|
| 578 |
+
<div class="card-title">Global Social Media Statistics</div>
|
| 579 |
+
<div class="card-desc">Visualizes platform-level daily usage times and age-group sentiment distributions.</div>
|
| 580 |
<div class="card-footer">
|
| 581 |
<span class="tag">Plotly</span>
|
| 582 |
<span class="tag">Dashboard</span>
|
| 583 |
</div>
|
| 584 |
</div>
|
| 585 |
<div class="project-card">
|
| 586 |
+
<div class="card-title">Climate Change & CO2 Emissions</div>
|
| 587 |
+
<div class="card-desc">Interactive comparison of country-level fossil fuel CO2 emission trends.</div>
|
| 588 |
<div class="card-footer">
|
| 589 |
<span class="tag">Plotly</span>
|
| 590 |
+
<span class="tag">Interactive</span>
|
| 591 |
</div>
|
| 592 |
</div>
|
| 593 |
<div class="project-card">
|
| 594 |
+
<div class="card-title">E-Commerce Sales Dashboard</div>
|
| 595 |
+
<div class="card-desc">Charts total revenue, country distributions, and top-selling products.</div>
|
| 596 |
<div class="card-footer">
|
| 597 |
<span class="tag">Plotly</span>
|
| 598 |
<span class="tag">Dashboard</span>
|
|
|
|
| 605 |
<div class="category-section">
|
| 606 |
<div class="category-header">
|
| 607 |
<div class="category-dot" style="background:var(--cat-dl)"></div>
|
| 608 |
+
<span class="category-name">Deep Learning</span>
|
| 609 |
+
<span class="category-count">3 projects</span>
|
| 610 |
</div>
|
| 611 |
<div class="projects-grid">
|
| 612 |
<div class="project-card">
|
| 613 |
+
<div class="card-title">Pneumonia Detection from X-Ray</div>
|
| 614 |
+
<div class="card-desc">CNN model that scans chest X-ray images to diagnose pneumonia.</div>
|
| 615 |
<div class="card-footer">
|
| 616 |
<span class="tag">CNN</span>
|
| 617 |
<span class="tag">Keras</span>
|
|
|
|
| 619 |
</div>
|
| 620 |
</div>
|
| 621 |
<div class="project-card">
|
| 622 |
+
<div class="card-title">Facial Emotion Recognition</div>
|
| 623 |
+
<div class="card-desc">CNN model predicting dominant emotion from human facial expressions.</div>
|
| 624 |
<div class="card-footer">
|
| 625 |
<span class="tag">CNN</span>
|
| 626 |
<span class="tag">FER2013</span>
|
|
|
|
| 628 |
</div>
|
| 629 |
</div>
|
| 630 |
<div class="project-card">
|
| 631 |
+
<div class="card-title">Text Generation Bot</div>
|
| 632 |
+
<div class="card-desc">Generates text using word-level Markov chain probability transitions.</div>
|
| 633 |
<div class="card-footer">
|
| 634 |
<span class="tag">Markov</span>
|
| 635 |
<span class="tag">Shakespeare</span>
|
|
|
|
| 642 |
<div class="category-section">
|
| 643 |
<div class="category-header">
|
| 644 |
<div class="category-dot" style="background:var(--cat-ai)"></div>
|
| 645 |
+
<span class="category-name">AI Agents</span>
|
| 646 |
+
<span class="category-count">3 projects</span>
|
| 647 |
</div>
|
| 648 |
<div class="projects-grid">
|
| 649 |
<div class="project-card">
|
| 650 |
+
<div class="card-title">Smart Farming & Irrigation Agent</div>
|
| 651 |
+
<div class="card-desc">Autonomous agent making irrigation decisions based on soil moisture and evaporation risk.</div>
|
| 652 |
<div class="card-footer">
|
| 653 |
<span class="tag">Rule-based</span>
|
| 654 |
<span class="tag">Decision Tree</span>
|
| 655 |
</div>
|
| 656 |
</div>
|
| 657 |
<div class="project-card">
|
| 658 |
+
<div class="card-title">FAQ Support & Intent Analysis Agent</div>
|
| 659 |
+
<div class="card-desc">Resolves customer message intent for autonomous department routing.</div>
|
| 660 |
<div class="card-footer">
|
| 661 |
<span class="tag">Intent Clf</span>
|
| 662 |
<span class="tag">NLP</span>
|
| 663 |
</div>
|
| 664 |
</div>
|
| 665 |
<div class="project-card">
|
| 666 |
+
<div class="card-title">Autonomous Vehicle Simulation Agent</div>
|
| 667 |
+
<div class="card-desc">Simulates lane-keeping, emergency braking, and autonomous parking from sensor data.</div>
|
| 668 |
<div class="card-footer">
|
| 669 |
<span class="tag">Simulation</span>
|
| 670 |
<span class="tag">Sensor</span>
|
|
|
|
| 675 |
|
| 676 |
<!-- TECH STACK -->
|
| 677 |
<div class="tech-section">
|
| 678 |
+
<div class="tech-title">Tech Stack</div>
|
| 679 |
<div class="tech-grid">
|
| 680 |
<span class="tech-tag">Python</span>
|
| 681 |
<span class="tech-tag">Streamlit</span>
|
|
|
|
| 689 |
<span class="tech-tag">Joblib</span>
|
| 690 |
<span class="tech-tag">Kaggle API</span>
|
| 691 |
<span class="tech-tag">TF-IDF</span>
|
| 692 |
+
<span class="tech-tag">Hugging Face Hub</span>
|
| 693 |
+
</div>
|
| 694 |
+
</div>
|
| 695 |
+
|
| 696 |
+
<!-- LINKS -->
|
| 697 |
+
<div class="links-section">
|
| 698 |
+
<div class="tech-title">Links</div>
|
| 699 |
+
<div class="links-grid">
|
| 700 |
+
<a class="link-card" href="https://github.com/oktaybobus/DataScientst" target="_blank">GitHub Repo</a>
|
| 701 |
+
<a class="link-card" href="https://huggingface.co/OKTAYBBS/DataScientst-models" target="_blank">HF Models</a>
|
| 702 |
+
<a class="link-card" href="https://oktaybobus-datascientst.streamlit.app" target="_blank">Live Demo</a>
|
| 703 |
</div>
|
| 704 |
</div>
|
| 705 |
|
| 706 |
<div class="footer">
|
| 707 |
<span>Ali Oktay Bobus -- Data Science Portfolio</span>
|
| 708 |
+
<span>30 projects · 34 models · 10 categories</span>
|
| 709 |
</div>
|
| 710 |
|
| 711 |
</div>
|