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Set up your own AI lab and infrastructure at home.
Hands-on guide to home and cloud-based AI labs and infrastructure
Learn to set up and optimize labs to research and experiment in a secure environment
Focused training on open-source large language models (LLMs) and generative AI
Build Your Own AI Lab covers how to create powerful and secure AI research environments. The course covers both home-based and cloud-based AI labs, offering comprehensive guidance on hardware and software setup, security best practices, cost management, and scalability. Key topics covered are how to run open-source models that can be accessed at Hugging Face, such as Llama 3, Phi 3, Mistral, Gemma, and other models; how to integrate and leverage the strengths of both environments, ensuring they have the flexibility to meet diverse research needs; and how to use Ollama to run these models easily in your home. It is an all-rounded resource with overview on Amazon Bedrock, Amazon SageMaker, Google Vertex AI, Microsoft Azure Cognitive Services, and high-performance computing and edge AI.
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FILE LIST
Filename
Size
~Get Your Files Here !/Bonus Resources.txt
70 B
~Get Your Files Here !/Introduction/001. Build Your Own AI Lab Introduction.mp4
12.3 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/001. Learning objectives.mp4
9.4 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/002. 1.1 Overview of AI Labs and Sandboxes Home-based vs. Cloud-based.mp4
20.1 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/003. 1.2 Choosing the Right Hardware (GPUs, CPUs, Memory, etc.).mp4
50.3 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/004. 1.3 Building or Buying Pre-built Systems.mp4
15.2 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/005. 1.4 Choosing the Operating Systems (Linux, Windows, macOS).mp4
16.6 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/006. 1.5 Surveying Essential Software (Python, Anaconda, Jupyter Notebooks, and Other Frameworks).mp4
18.9 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/007. 1.6 Introducing Hugging Face.mp4
13.9 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/008. 1.7 Introducing Ollama.mp4
12.2 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/009. 1.8 Installing Ollama.mp4
16.5 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/010. 1.9 Ollama Integrations.mp4
46.9 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/011. 1.10 Exploring the Ollama REST API.mp4
12.7 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/012. 1.11 Introducing Retrieval Augmented Generation (RAG).mp4
13.9 MB
~Get Your Files Here !/Lesson 1 Introduction to AI Labs and Sandboxes/013. 1.12 Leveraging RAGFlow.mp4
40.6 MB
~Get Your Files Here !/Lesson 2 Cloud-Based AI Labs and Sandboxes/001. Learning objectives.mp4
3.8 MB
~Get Your Files Here !/Lesson 2 Cloud-Based AI Labs and Sandboxes/002. 2.1 Advantages and Disadvantages of Cloud AI Labs and Sandboxes.mp4
19.1 MB
~Get Your Files Here !/Lesson 2 Cloud-Based AI Labs and Sandboxes/003. 2.2 Introducing Amazon Bedrock.mp4
21 MB
~Get Your Files Here !/Lesson 2 Cloud-Based AI Labs and Sandboxes/004. 2.3 Surveying Amazon SageMaker.mp4
36.2 MB
~Get Your Files Here !/Lesson 2 Cloud-Based AI Labs and Sandboxes/005. 2.4 Exploring Google Vertex AI.mp4
43.3 MB
~Get Your Files Here !/Lesson 2 Cloud-Based AI Labs and Sandboxes/006. 2.5 Using Microsoft Azure AI Foundry.mp4
36.3 MB
~Get Your Files Here !/Lesson 2 Cloud-Based AI Labs and Sandboxes/007. 2.6 Discussing Cost Management and Security.mp4
21.5 MB
~Get Your Files Here !/Lesson 2 Cloud-Based AI Labs and Sandboxes/008. 2.7 Using Terraform to Deploy Ollama in the Cloud.mp4
10.4 MB
~Get Your Files Here !/Lesson 3 Integrating and Leveraging AI Environments/001. Learning objectives.mp4
4.5 MB
~Get Your Files Here !/Lesson 3 Integrating and Leveraging AI Environments/002. 3.1 Using Hybrid AI Labs Combining Home and Cloud Resources.mp4
5.9 MB
~Get Your Files Here !/Lesson 3 Integrating and Leveraging AI Environments/003. 3.2 Synchronizing Data and Projects.mp4
11.1 MB
~Get Your Files Here !/Lesson 3 Integrating and Leveraging AI Environments/004. 3.3 Leveraging the Strengths of Both Environments.mp4
19.4 MB
~Get Your Files Here !/Lesson 3 Integrating and Leveraging AI Environments/005. 3.4 Running Open-Source Models Available on Hugging Face.mp4
14.1 MB
~Get Your Files Here !/Lesson 3 Integrating and Leveraging AI Environments/006. 3.5 Introducing LangChain.mp4
9.2 MB
~Get Your Files Here !/Lesson 3 Integrating and Leveraging AI Environments/007. 3.6 Introducing LlamaIndex.mp4
7.5 MB
~Get Your Files Here !/Lesson 3 Integrating and Leveraging AI Environments/008. 3.7 Understanding Embedding Models.mp4
31.9 MB
~Get Your Files Here !/Lesson 3 Integrating and Leveraging AI Environments/009. 3.8 Using Vector Databases.mp4
17.4 MB
~Get Your Files Here !/Lesson 4 Advanced Topics/001. Learning objectives.mp4
3.7 MB
~Get Your Files Here !/Lesson 4 Advanced Topics/002. 4.1 Leveraging LangSmith and LangGraph.mp4
14.6 MB
~Get Your Files Here !/Lesson 4 Advanced Topics/003. 4.2 Using Fine Tuning Frameworks.mp4
17.1 MB
~Get Your Files Here !/Lesson 4 Advanced Topics/004. 4.3 High-Performance Computing and Edge AI.mp4
11.8 MB
~Get Your Files Here !/Summary/001. Build Your Own AI Lab Summary.mp4