Hands-On AI: Build, Train, and Deploy Advanced AI Projects
Learn AI with practical projects! Master ChatGPT, chatbots, anomaly detection, RAG & more. Build real-world AI skills.
Course Content
Hands-On AI: Build, Train, and Deploy Advanced AI Projects is an intermediate-level Udemy course taught by Vinay Karode. It runs 3h 19m, is taught in English, and includes a certificate of completion. Learners rate it 3.5 out of 5 from 2 reviews, with 21 students enrolled. It is a paid course, first published June 2024.
Unlock the power of artificial intelligence with our comprehensive, project-based AI course designed for intermediate to advanced learners. Gain hands-on experience and master AI applications with real-world projects. Whether you're looking to enhance your AI skills or build cutting-edge solutions, this course provides everything you need.
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 for large language models.
- Project 2: Train Your Own ChatGPT with RLHF
- Understand Reinforcement Learning from Human Feedback (RLHF).
- Deep dive into RLHF techniques.
- Implement RLHF on Vertex AI.
- Evaluate and optimize your ChatGPT model for improved performance.
- 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 for optimal results.
- 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 for practical application.
- 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 for chatbot development.
Course Features:
- Hands-On Projects: Apply AI concepts to real-world AI applications and build a portfolio.
- Expert Guidance: Benefit from step-by-step instructions and deep dives into complex AI topics.
- Comprehensive Resources: Access code, data, and additional materials to support your learning journey.
- Community Support: Join our community for collaboration, problem-solving, and networking with fellow AI enthusiasts.
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 AI 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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