What you will learn:
Comprehensive Understanding of AI and ML Evolution:
Grasp the historical development of ML and AI, with a focus on the rise and impact of General AI (GenAI).
Foundational Knowledge in ML, Deep Learning, and NLP:
Acquire foundational principles of machine learning, deep learning, and Natural Language Processing.
Practical Skills in LLMs Utilization and Prompt Design:
Master the use of Large Language Models in software development, including effective prompt crafting and LLM interaction techniques.
Expertise in LLM Deployment, Monitoring, and Optimization:
Learn strategies for deploying and monitoring LLM applications, and apply quantization and optimization techniques for performance enhancement.
Advanced Techniques and Real-World Application:
Develop skills in fine-tuning and merging LLMs, culminating in a capstone project to apply these skills in a real-world scenario.