Mô tả

Unlock the Hidden Potential of Large Language Models with this Google Cloud Course!


Step into the transformative realm of language models and learn how to harness their expansive potential with Google Cloud and Python. This in-depth Udemy course offers a perfect fusion of theoretical insights and practical skills.


About the Course:


The course kicks off with a solid foundation in Large Language Models, helping students understand their complexity and functioning. As you delve into the main modules, you will become proficient in using the Google Cloud platform, effortlessly navigating the Generative AI Studio, comprehending its pricing, and selecting the best model for your needs. The course also delves into effective methods for Zero, One, and Few Shot Prompting, offering a comprehensive learning journey.


We then explore the nuances of the Vertex AI Python LLM API, shedding light on parameters essential for fine-tuning models to peak performance. You'll learn about everything from token limits to temperature settings and sophisticated stop sequences in great detail.


A highlight of this course is the practical labs, where students can create various tools, such as an advanced Customer Service Chatbot and a state-of-the-art Translation and Summarization AI Bot. These labs go beyond coding, applying theoretical knowledge to tangible, real-world applications.


The course also ventures into the captivating area of prompt engineering. Students will learn to craft effective prompts for tasks like summarization and extraction. In addition, you'll explore text embeddings, learning about context injection in prompts and boosting model accuracy with similarity searches!


By the end of the course, students will have the skills to customize their models in the Google Cloud Console, tailoring them to their specific objectives.


Who Should Enroll?


This course is ideal for AI enthusiasts looking to broaden their knowledge, developers who want to integrate advanced language models into their projects seamlessly, and anyone fascinated by the wonders of Google Cloud and Python in AI.


Your Future Is Here!


Begin a journey that combines deep theoretical knowledge with practical expertise. With its expert-led instruction and structured modules, this course is a guiding light for those passionate about the wonders of language models.


Decide today and shape your future.

Bạn sẽ học được gì

Gain a comprehensive understanding of how large language models function, along with their core components and mechanisms.

Master the setup and utilization of Large Language Models on the Google Cloud platform, including understanding the pricing structure and model options.

Develop the ability to effectively use Vertex AI's Python LLM API, understanding and implementing various parameters like token limit, temperature, and more.

Acquire practical skills in designing and developing a customer service chatbot using generative AI, ensuring it meets industry standards.

Delve into the nuances of coding models, from generating prompts to ensuring accurate code completions, enhancing your skill set as a developer.

Understand the art and science of prompt engineering, learning to structure, ideate, and transform prompts for tasks such as summarization, classification, extr

Learn advanced techniques in text-embedding and context injection, gaining proficiency in similarity searches and context-based prompting.

Enhance your ability to fine-tune models using the Google Cloud Console, ensuring optimal performance and outcomes for specific tasks and applications.

Yêu cầu

  • Python programming experience
  • Permissions to set-up a Google Cloud Account (Credit Card may be required)

Nội dung khoá học

10 sections

Course Introduction

3 lectures
Course FAQs and Notebooks
00:39
Course Curriculum Overview
04:02
How Large Language Models Work
13:23

Large Language Models on Google Cloud

4 lectures
Google Cloud Account Set-Up
06:59
First Prompt in Generative AI Studio
10:46
Understanding Pricing and Model Options
16:25
Zero, One, and Few Shot Prompting
17:07

Vertex AI Python LLM API and Parameters

6 lectures
Set-up and First API Call
20:57
Parameters: Token Limit
08:23
Parameters: Temperature
08:37
Parameters: Top-K and Top-P
19:18
Parameters: Stop Sequences
02:21
One and Few Shot Prompts- Text and Chat Models
09:29

Lab: Customer Service Chatbot

1 lectures
Lab Code Along - Customer Service Chatbot
11:55

Coding Models

5 lectures
Link for Code Models Overview
00:04
Understanding Coding Models
02:26
Code Prompts
06:37
Code Chats
04:15
Code Completion
05:45

Lab: Natural Language Database AI Assistant

1 lectures
Lab Code Along - Natural Language Database AI Assistant
25:07

Prompt Engineering

9 lectures
Prompt Engineering Overview
06:45
Structuring and Separating Prompt Parts
04:50
Summarization Tasks
02:31
Classification Tasks
03:38
Extraction Tasks
04:57
Ideation and Expansion Tasks
03:05
Translation
01:49
Transformation - Tones and Formats Tasks
03:28
Understanding Model Hallucination
08:44

Lab: Translation and Summarization AI Bot

1 lectures
Lab: Translation and Summarization Customer Support Bot
06:39

Text-Embedding and Context Injection

4 lectures
Overview of Text Embedding
06:44
Context Injection into Prompt
13:52
Similarity of Text Embeddings
08:02
Text Embedding Context injection and Similarity Search
11:30

Custom Tuning

3 lectures
Introduction to Custom Tuning
05:42
Link for Next Lecture
00:06
Custom Tuning Example
05:32

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