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

Unlock AI Mastery: Practical Projects for ChatGPT, Anomaly Detection, Streamlit Chatbots, RAG and More

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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