AI Bible: From Beginner to Builder in 100 Projects

Course Overview

• Course Title: AI Bible: From Beginner to Builder in 100 Projects
• Instructor: Vivian Aranha
• Target Audience:
  • Beginners
  • Self-taught developers
  • Seasoned engineers looking to pivot into AI
• Prerequisites:
  • Basic understanding of Python programming (variables, functions, loops)
  • Familiarity with using Jupyter Notebooks or any Python IDE
  • An interest in exploring how AI works through real-world projects
  • A computer with at least 8GB of RAM and a stable internet connection
  • (Optional) Basic knowledge of machine learning or data science concepts

Curriculum Highlights

• Key Topics Covered:
  • Core concepts in NLP, computer vision, and agents
  • Libraries like PyTorch, TensorFlow, HuggingFace, and LangChain
  • AI apps with Streamlit, FastAPI, and Gradio
  • Fine-tuning LLMs and building RAG and agentic systems locally
  • AI in real-world domains: health, finance, education, etc.
  • Integration of speech, image, and text models into full-stack apps
  • Evaluation and testing LLMs for safety, alignment, and accuracy
  • Tools like ChromaDB, Ollama, and LangGraph offline
  • Ethical, aligned, and human-centered AI systems
• Key Skills Learned:
  • Build and deploy 100 practical AI and ML projects from scratch
  • Understand core concepts in NLP, computer vision, and agents
  • Use libraries like PyTorch, TensorFlow, HuggingFace, and LangChain
  • Create AI apps with Streamlit, FastAPI, and Gradio
  • Fine-tune LLMs and build RAG and agentic systems locally
  • Apply AI in real-world domains: health, finance, education, etc.
  • Integrate speech, image, and text models into full-stack apps
  • Evaluate and test LLMs for safety, alignment, and accuracy
  • Use tools like ChromaDB, Ollama, and LangGraph offline
  • Develop ethical, aligned, and human-centered AI systems

Course Format

• Duration:
  • 3 hours on-demand video
  • 10 articles
  • 100 downloadable resources
• Format: Self-paced online course
• Resources:
  • Role Play
  • Access on mobile and TV
  • Certificate of completion