Generative AI Roadmap

Level 1: Basics

• Python Basics
• OOP in Python
• NumPy - Arrays & Operations
• Pandas - Data Handling
• Matplotlib - Basic Visualization
• Seaborn - Statistical Visualization

Level 2: Data Preprocessing & Feature Engineering

• Data Preprocessing & Scaling
• Handling Missing Values
• Feature Selection Techniques
• Dimensionality Reduction (PCA, LDA)
• Exploratory Data Analysis (EDA)

Level 3: Generative AI Models

• Transformers (Text Generation, GPT)
• Generative Adversarial Networks (GANs)
• Diffusion Models (Stable Diffusion)
• PyTorch GAN Tutorials
• TensorFlow GAN Tutorials
• OpenAI Research (GPT, DALL·E, CLIP)
• Pretrained Models & Fine-Tuning

Level 4: Advanced Topics & Applications

• ChatGPT & Conversational AI
• Image Generation (DALL·E, MidJourney)
• DeepMind Generative Research
• HuggingFace Spaces & Apps
• MLOps & Deployment for Generative AI
• Real-World Generative AI Projects
• Open Source GenAI Projects on GitHub

Generative AI Practice Platforms

• HuggingFace Model Hub
• Kaggle AI & Generative Projects
• Fast.ai Generative AI Projects
• Coursera Generative AI Guided Projects
• DataCamp Generative AI Projects

Generative AI Study & Learning Resources

• HuggingFace Transformers Docs
• TensorFlow Generative Tutorials
• PyTorch Generative Tutorials
• OpenAI Research Papers & Docs
• Towards Data Science: Generative AI Articles

Generative AI Interview Preparation

• InterviewBit GenAI Questions
• GFG Generative AI Interview
• LeetCode Discussions
• Case Studies & Projects

Generative AI Jobs & Careers

• Naukri GenAI Jobs
• LinkedIn GenAI Jobs
• Indeed GenAI Jobs
• CutShort Opportunities
• Hirist GenAI Jobs

Top Companies Using Generative AI

• OpenAI
• Google DeepMind & GenAI
• Microsoft AI & GenAI
• NVIDIA AI & GenAI
• Amazon AWS AI / GenAI
• Meta AI & GenAI
• Apple AI & Generative Projects