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₹25000
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Duration: 3 Months
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Delivery mode: Online
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Group size: Individual
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Instruction language:
English,
Hindi,
Tamil
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Certificate provided:
Yes
This advanced course provides an in-depth exploration of cutting-edge techniques in Machine Learning and Artificial Intelligence, with a special focus on Generative AI, Large Language Models (LLMs), and chatbot development. Students will delve into advanced ML algorithms, neural networks, reinforcement learning, and model evaluation methods. Key topics include:
Generative Adversarial Networks (GANs) and Variational Autoencoders (VAEs) for image synthesis and creative applications.
Large Language Models (LLMs) such as GPT-4 and beyond, focusing on their architecture, training, fine-tuning, and deployment.
Natural Language Processing (NLP) techniques, including tokenization, text generation, sentiment analysis, and translation.
Transformer Models: Detailed study of attention mechanisms, BERT, and other transformer-based architectures.
Chatbots and Conversational AI and GEN AI: Design, implementation, and optimization of intelligent chatbots using LLMs, including dialogue management, context handling, and user interaction.
Reinforcement Learning: Advanced methods like Q-Learning, Deep Q-Networks, and Policy Gradients applied to autonomous systems and game playing.
Model Evaluation and Selection: Cross-validation, hyperparameter tuning, and techniques to ensure model fairness, interpretability, and ethical AI practices.
Applications in various domains: Healthcare, finance, customer service, and autonomous systems.