Data Centric Courses

Building a Custom AI Agent with Llama 3 70B and Runpod - Compatible with Hugging Face LLMs

Develop a custom AI agent using Llama 3 70b on Runpod with vLLM. Learn deployment, memory management, and integration techniques for scalable AI projects.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Build Your Own Local "Perplexity" with Ollama - Deep Dive

Develop a custom web search agent running locally using Ollama and Llama 3. Learn to build, test, and compare with different models in this comprehensive technical deep dive.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Agency Swarm: Developing a Web Search Agent and Comparison with CrewAI and AutoGen

Explore Agency Swarm's framework for developing AI agents, comparing it to CrewAI and AutoGen. Learn to create a web search agent and discover the tool's innovative features.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Building Custom AI Agents: Beyond CrewAI and AutoGen

Develop a custom web search AI agent in Python. Learn why building your own agents can be more effective than using existing frameworks for AI and multi-agent workflows.

• YouTube
• 45 minutes
• On-Demand
• Free Video

Why I'm Staying Away from Crew AI - A Critical Analysis

Explore limitations of Crew AI for production, understand multi-hop questions, and learn alternative approaches for building AI applications. Gain insights on future multi-agent frameworks.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Why Retrieval Augmented Generation (RAG) is Overrated

Explore the limitations of Retrieval Augmented Generation (RAG), including hallucinations, complexity, and cost. Learn practical approaches to make RAG more effective in AI applications.

• YouTube
• 24 minutes
• On-Demand
• Free Video

AutoGen: Hype vs. Reality - Limitations for Real-World Applications

Explore AutoGen's capabilities and limitations in multi-agent workflows, distinguishing hype from reality. Gain insights into its potential and current constraints for real-world applications.

• YouTube
• 39 minutes
• On-Demand
• Free Video

Deploy Mixtral - Quick Setup for LangChain, AutoGen, Haystack, and LlamaIndex

Learn to deploy Mixtral quickly using Runpod and vLLM, create an OpenAI-like endpoint, and integrate it with LangChain for a chatbot. Explore setup for other frameworks like AutoGen and Haystack.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Building Chatbots with Hugging Face LLMs - 5 Expert Tips

Discover 5 expert engineering tips for building chatbots using open-source LLMs like Mistral. Learn crucial technical nuances for transitioning from proprietary APIs to open-source models.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Custom RAG Pipelines and LLM Fine-Tuning - A Gradient Tutorial

Explore custom RAG pipelines and LLM fine-tuning using Gradient. Learn to deploy fine-tuned models, mimic Yoda's speech style, and efficiently fine-tune 13B parameter open-source models for unique applications.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Zapier AI Gmail Automation - Streamlining Email Outreach Tasks

Streamline email outreach with AI-powered Zapier workflows. Learn to build and implement automated systems, saving time on mundane tasks and boosting business efficiency.

• YouTube
• 41 minutes
• On-Demand
• Free Video

LLMs and Transformers Demystified: Introduction to AI Engineering - Lecture 1

Demystify transformers and LLMs through intuitive weather analogies. Explore the architecture's impact on AI, from 'Attention is All You Need' to modern applications like ChatGPT.

• YouTube
• 52 minutes
• On-Demand
• Free Video

GPT-4 vs Open Source LLMs: Epic Rap Battles Test Creativity with AutoGen

Witness open-source LLMs battle GPT4-Turbo in freestyle rap, showcasing linguistic creativity. Compare Wizard LM 70B, Orca-2 13B, and Mistral 7B against the advanced benchmark.

• YouTube
• 30 minutes
• On-Demand
• Free Video

AutoGen AI Travel Agent Tutorial - Building a Multi-Agent Flight Search System

Develop an AI travel agent using AutoGen framework to search flights, connect with Amadeus API, and manage data in serverless SQL databases.

• YouTube
• 58 minutes
• On-Demand
• Free Video

Building a Custom GPT with OpenAI's GPTs - Live Demo

Explore building custom GPTs with OpenAI's tools in this live demo, enhancing content engagement and simplifying technical aspects for users.

• YouTube
• 23 minutes
• On-Demand
• Free Video