Large Language Models (LLMs) Fundamentals

Large Language Models (LLMs)

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Last Updated: 2024-08-21 11:08:36 English Course Type: Self Learning

The fundamental concepts of Large Language Models (LLMs) and how they work.
The practical applications of LLMs in various tasks such as text generation, translation, and question answering
The challenges faced by LLMs, including data biases and limitations in understanding context
The importance of data pre-processing for effective LLM training
How to fine-tune pre-trained LLMs for specific tasks
Advanced fine-tuning techniques to push the boundaries of LLM customization

This course empowers you to understand the exciting world of Large Language Models (LLMs). We'll delve into their inner workings, explore their capabilities in tasks like text generation and translation, and examine the considerations surrounding them. You'll gain a solid foundation for further exploration of these revolutionary language processing tools.

Below is the course's outline:

Unveiling Large Language Models (LLMs): What are LLMs, and how do they work? This module introduces the fundamental concepts behind these powerful language processing models.
Unveiling the Power of LLMs in Action: Witness the practical applications of LLMs in various tasks like text generation, translation, and question answering.
Unveiling the Challenges of Language Modeling: Language modeling is not without its complexities. We'll explore the challenges LLMs face, including data biases and limitations in understanding context.
Unveiling the Power of Large Language Models (Repeated): This seemingly repeated title emphasizes the vast capabilities of LLMs, explored in more depth throughout the course.

Basic Understanding of Machine Learning
Exposure to Deep Learning (Optional)
Comfort with Text Processing (Optional)
General Computer Science Background
Overall, the course seems designed to be accessible to those with a general interest in AI and language processing

Individuals with a general interest in AI and Language Processing
Professionals looking to stay updated on AI advancements
Students pursuing careers in AI or related fields
Enthusiasts who want to build basic LLMs

Section 1 : Large Language Models (LLMs) Fundamentals 4 Lectures 00:00:00
Lecture 1 :
Unveiling Large Language Models (LLMs) Preview
Lecture 2 :
Unveiling the Power of LLMs in Action: Real-World Applications
Lecture 3 :
Unveiling the Challenges of Language Modeling
Lecture 4 :
Unveiling the Power of Large Language Models
Section 2 : Bonus 1 Lectures
Lecture 1 :
Special Gift for You

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Daniel Pham,

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8 Courses

I am an experienced and accomplished author with a deep passion for data strategy and management. With over 15 years of hands-on experience in the IT industry, I have gained extensive knowledge and expertise in various domains, including banking, insurance, retail, and more. Throughout my career, I have held several senior positions such as: - Data Division Director of an insurance company - Deputy Data Governance & Analytics of the Group (Real Estate, Retail, Hospitality, Commerce, ...) - Deputy Chief Data Officer cum Senior IT Strategy Expert - Head of Data & Analytics Service - Project Director/ Project Manager - Enterprise & Solution Architect of bank That have allowed me to make significant contributions to the field. And right now, as a director of Data Division, I played a pivotal role in shaping data initiatives and driving the effective use of data within organizations. Additionally, as a Data Governance & Analytics expert, I focused on establishing robust data governance frameworks and harnessing the power of analytics to drive actionable insights. With my diverse background and extensive industry experience, I have developed a strong understanding of the challenges and opportunities in the data management landscape. Through my work as an author, I am dedicated to sharing my knowledge, insights, and practical strategies with students like you.