AICamp Courses

Real-Time Training and Scoring in AI/ML Systems

Discover real-time analytics techniques for time series data, focusing on merging data streams, feature creation, and MLOps strategies using air traffic prediction as a practical example.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Building ChatGPT Applications with Custom Data and LangChain Extensions - Session 6

Master building custom ChatGPT applications and learn data extraction techniques using LangChain. Explore integrating personal datasets with LLMs and implement efficient text extraction from PDFs using prompt engineering.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Embeddable Graph Database Management System - Kùzu DBMS

Discover Kùzu, an open-source embeddable graph database system optimized for complex joins, semi-structured data storage, and scalability, designed to handle modern data management challenges.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

A Practical Guide to Large Language Models in Azure and Azure OpenAI

Gain insights into implementing Large Language Models in Azure, focusing on Azure OpenAI's features, use cases, and practical deployment strategies for both proprietary and open-source models.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

Exploring Large Language Models with LangChain

Explore LangChain's capabilities for building LLM applications, including document Q&A, text summarization, chat history management, and integration with various LLM providers and external tools.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

How to Expand the Capabilities of Large Language Models

Explore how to enhance Large Language Models by combining them with traditional AI approaches for improved accuracy, reasoning, and novel thinking capabilities.

• YouTube
• 38 minutes
• Self-Paced
• Free Video

The Fundamentals of Type-safe, Reproducible, and Scalable Data Pipelines

Master the fundamentals of building robust data science and ML pipelines using Flytekit, focusing on type safety, reproducibility, and scalability through Docker containerization and Python-based task optimization.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Hands-on Data-Centric AI: Data Preparation and Model Performance Optimization

Gain insights into data quality's impact on ML models, learn data profiling techniques, and discover frameworks for optimizing data assets to enhance model performance.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

An Introduction to Large Language Models

Discover the fundamentals of Large Language Models, their architecture, capabilities, and real-world applications in this comprehensive tech talk by a JPMorgan Chase expert.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Searching Vector Embeddings at Scale with Weaviate

Explore vector embeddings and efficient search techniques using Weaviate, covering ANN algorithms, database integration, and advanced features for ML model outputs and generative search.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Large Language Models for the Rest of Us - Infrastructure and Deployment

Discover practical insights into deploying and managing Large Language Models in cloud infrastructure, from handling data to implementing production-ready LLM workflows.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Ray as the Common Infrastructure for LLM and Generative AI

Discover how Ray powers large-scale LLM training and deployment, exploring its role in projects like ChatGPT and examining best practices for orchestrating generative AI workloads efficiently.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

Introduction to Kubernetes Cloud Native Runtime Security

Discover essential strategies and open-source tools for implementing effective Kubernetes runtime security, focusing on threat protection and workload isolation in complex cloud-native environments.

• YouTube
• 54 minutes
• Self-Paced
• Free Video

Introduction to Flutter - Building Cross-Platform Mobile Applications

Dive into Flutter development, learning essential concepts like widgets, layouts, and navigation while building cross-platform mobile applications with Google's powerful UI framework.

• YouTube
• 1 hour 51 minutes
• Self-Paced
• Free Video

Monitoring Large Language Models in Production - A Scalable and Privacy-Centric Approach

Discover practical approaches to monitoring LLMs in production, focusing on detecting toxic content, hallucinations, and data leakage using the open-source LangKit toolkit.

• YouTube
• 17 minutes
• Self-Paced
• Free Video