| import streamlit as st | |
| st.title(":red[Introduction to Data Science]") | |
| st.header(":blue[1. What is Data Science?]") | |
| st.write("Data science is a blend of statistical analysis, machine learning, and domain expertise used to understand and interpret complex data to inform decisions and make predictions. It involves collecting, processing, analyzing, and interpreting large sets of data using programming, mathematics, and advanced analytics techniques to discover patterns and solve complex problems.") | |
| st.image("https://cdn.prod.website-files.com/63ccf2f0ea97be12ead278ed/644a18b637053fa3709c5ba2_what-is-data-science.jpg",width=550) | |
| st.header(":blue[2. What is Artificial Intelligence(AI)?]") | |
| st.write("Artificial Intelligence is nothing but it is a field, where machine is trying to mimic/copy Natural Intelligence to create their own intelligence. So that they can perform their own task without the help of human beings.") | |
| st.markdown(":red[Example:-]** Platforms like Instagram employ AI to curate personalized content feeds by analyzing user interactions, thereby enhancing user engagement through tailored experiences.") | |
| st.image("https://cdn1.expresscomputer.in/wp-content/uploads/2021/03/24161759/EC_Artificial_Intelligence_750.jpg",width=450) | |
| st.header(":blue[3. What is Machine Learning (ML)?]") | |
| st.write("Machine learning is nothing but it is a tool by using which we can mimic/copy NI where in this mimicing we are learn learinig capability. It is a subset of artificial intelligence that allows computers to learn from data and enhance their capabilities through experience. This process involves identifying patterns and making predictions based on the data provided, rather than following pre-defined instructions.") | |
| st.markdown(":red[Example:-]** Machine learning algorithms can identify and classify objects within images. For instance, Google Photos uses ML to automatically categorize and label photos based on the content, such as recognizing faces or specific objects.") | |
| st.image("https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRG-zzuBreoX1IS_kZrsZEayljna_GUxyIItw&s",width=500) | |
| st.header(":blue[4. What is Deep Learning (DL)?]") | |
| st.write("Deep Learning is nothing but it is also a tool by using which we can mimic/cpoy NI. It enables systems to recognize complex patterns in images, text, and audio, allowing for accurate insights and predictions without explicit programming for feature extraction.") | |
| st.markdown(":red[Example:-]** In manufacturing, deep learning models predict equipment failures by analyzing sensor data from machinery. This proactive approach minimizes downtime and optimizes maintenance schedules.") | |
| st.image("https://www.mouser.com/blog/Portals/11/Dongang_Machine%20Learning_Theme%20Image-min_1.jpg",width=500) | |
| st.header(":blue[5. What is Generative AI (GenAI)?]") | |
| st.write("Deep Learning is nothing but it is also a tool by using which we can mimic/cpoy NI. where in this mimicing we are learn generating capability. Generative AI can analyze human language, programming languages, and various complex subjects to generate responses or creative outputs.") | |
| st.markdown(":red[Example:-]** Developed by OpenAI, ChatGPT is a text-based generative AI that engages users in natural language conversations. It can answer questions, provide explanations, and generate creative content like stories and poems based on user prompts.") | |
| st.image("https://www.tredence.com/assets/decoder/GenAI-Model.png",width=500) |