Hands-On AI: Build, Train, and Deploy Advanced AI Projects

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Hands-On AI: Build, Train, and Deploy Advanced AI Projects, Unlock AI Mastery: Practical Projects for ChatGPT, Anomaly Detection, Streamlit Chatbots, RAG and More.

Course Description

Unlock the power of artificial intelligence with our comprehensive, project-based course designed for intermediate to advanced learners. Whether you’re looking to enhance your AI skills or gain hands-on experience with real-world projects, this course has everything you need to master AI applications.

What You’ll Learn:

  • Project 1: Retrieval-Augmented Generation (RAG) with LLMs and FAISS
    • Learn RAG architecture fundamentals
    • Differentiate between LLM pretraining and fine-tuning
    • Implement Llama2 with the FAISS Vector Database
    • Detailed code walkthroughs and practical applications
  • Project 2: Train Your Own ChatGPT with RLHF
    • Understand Reinforcement Learning from Human Feedback (RLHF)
    • Deep dive into RLHF techniques
    • Implement RLHF on VertexAI
    • Evaluate and optimize your ChatGPT model
  • Project 3: Building and Fine-Tuning Large Language Models (LLMs)
    • Explore RNNs, LSTMs, and Attention mechanisms
    • Master Tokenizers and Encoder-Decoder architectures
    • Dive into Transformer models and their variations
    • Practical walkthroughs on prompt engineering
  • Project 4: Anomaly Detection Using Autoencoders
    • Develop an end-to-end anomaly detection system
    • Implement autoencoders for effective anomaly detection
    • Hands-on coding with provided datasets
  • Project 5: Build a Streamlit Chatbot Using Langchain and GPT
    • Create interactive chatbots with Streamlit
    • Integrate Langchain and GPT for advanced conversational AI
    • Step-by-step coding guidance and data handling

Course Features:

  • Hands-On Projects: Real-world AI applications to solidify your learning
  • Expert Guidance: Step-by-step instructions and deep dives into complex topics
  • Comprehensive Resources: Code, data, and additional materials provided
  • Community Support: Join our community for collaboration and problem-solving

Who This Course Is For:

  • AI enthusiasts with an intermediate understanding of AI and machine learning
  • Developers looking to build and deploy advanced AI applications
  • Professionals aiming to enhance their AI skill set with practical projects

Join us in this exciting journey to master AI through hands-on, real-world projects. Enroll now and start building the future of AI today!

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