web_app/learning_paths/natural_language_processing_1.json

{
  "id": "1",
  "title": "Personalized Learning Path for Natural Language Processing",
  "description": "This learning path is designed for beginners with no prior knowledge in Natural Language Processing (NLP) who prefer a visual learning style. The path aims to help learners achieve certification in NLP through a structured and visual approach.",
  "topic": "Natural Language Processing",
  "expertise_level": "beginner",
  "learning_style": "visual",
  "time_commitment": "moderate",
  "duration_weeks": 12,
  "goals": [
    "Achieve Certification in Natural Language Processing"
  ],
  "milestones": [
    {
      "title": "Introduction to NLP",
      "description": "Basic concepts and overview of Natural Language Processing",
      "estimated_hours": 10,
      "resources": [
        {
          "type": "Image-based tutorials",
          "link": "example.com/nlp-intro",
          "style_score": 1
        },
        {
          "type": "Visual diagrams",
          "link": "example.com/nlp-diagrams",
          "style_score": 1
        }
      ],
      "skills_gained": [
        "Fundamental understanding of NLP"
      ]
    },
    {
      "title": "Text Preprocessing Techniques",
      "description": "Learn about text cleaning, tokenization, and normalization",
      "estimated_hours": 15,
      "resources": [
        {
          "type": "Visual guides on text preprocessing",
          "link": "example.com/text-preprocessing",
          "style_score": 1
        },
        {
          "type": "Interactive visual tools",
          "link": "example.com/text-preprocessing-tools",
          "style_score": 1
        }
      ],
      "skills_gained": [
        "Text preprocessing skills"
      ]
    },
    {
      "title": "Sentiment Analysis",
      "description": "Understanding sentiment analysis and its applications in NLP",
      "estimated_hours": 20,
      "resources": [
        {
          "type": "Interactive sentiment analysis tutorials",
          "link": "example.com/sentiment-analysis",
          "style_score": 1
        },
        {
          "type": "Visual sentiment analysis examples",
          "link": "example.com/sentiment-analysis-examples",
          "style_score": 1
        }
      ],
      "skills_gained": [
        "Sentiment analysis techniques"
      ]
    }
  ],
  "prerequisites": [
    "Basic understanding of programming concepts"
  ],
  "total_hours": 45,
  "created_at": "2022-12-20"
}