Data Science Conference Courses

Mastering RAG Evaluation with MLflow and Open Source LLMs

Master comprehensive RAG pipeline evaluation using MLflow and open-source LLMs. Learn to implement custom metrics, optimize systems, track experiments, and visualize results to enhance your retrieval-augmented generation implementations.

• YouTube
• 1 hour 28 minutes
• On-Demand
• Free Video

Google Colaboratory and Python: Deep Learning Basics for Computer Vision Tasks

Explore Google Colaboratory for deep learning in computer vision with Python, from creating interactive notebooks to building and training CNNs for image classification using the CIFAR-10 dataset.

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

Getting Started with Containers and Kubernetes: A Beginner's Workshop

Dive into the fundamentals of containers and Kubernetes with hands-on exercises, learning how to create Docker containers and manage them with Kubernetes for consistent application deployment and automated scaling.

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

Supercharge Your Real-Time Analytics: Snowpipe Streaming and Dynamic Tables in Snowflake

Discover how to build real-time analytics pipelines using Snowpipe Streaming and Dynamic Tables in Snowflake, enabling high-volume data ingestion with minimal latency and automated transformations for immediate reporting.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

HPC Application in Analysis of Large Scale Complex Networks

Discover how to analyze large-scale complex networks using High Performance Computing and the Networkit module, focusing on social network properties and efficient GPU-based analysis techniques.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Automation of the Automation using GenAI

Discover how GenAI can automate QA tasks by creating page objects, locators, and smoke tests for REST API services, with insights on integrating code generation and self-healing capabilities to enhance test automation workflows.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Free Video

How to Build AI Agents: A Step by Step Guide to Creating AI Agents

Learn how to build functional AI agents from scratch with a practical guide covering core components, architecture, and progressive development techniques for both beginners and experienced developers.

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

Comparing GNN Approaches for Molecule Identification

Explore how Graph Neural Networks transform molecular structures into graph-based models for predicting molecular activity, with techniques for handling imbalanced datasets and optimizing performance in biological contexts.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

From Walruses to Code: A Guide to Tackling Unique ML Problems

Explore strategies for tackling non-standard ML tasks with limited datasets, from technology selection to maximizing small data potential for unique problem domains.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Introduction to Orchestration ETL Processes with Apache Airflow

Discover how to orchestrate ETL processes using Apache Airflow, exploring its architecture, DAGs, Tasks, Variables, Params, and XComs through practical examples for effective data engineering pipeline management.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Building Smart Agents with LlamaIndex: A Comprehensive Overview

Discover how to create intelligent agents using LlamaIndex, from basic components to custom implementations. Learn to streamline development of agent-driven solutions through practical demonstrations and hands-on techniques.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Unlocking Personalization: A Deep Dive into Modern Recommendation Algorithms

Explore the evolution of recommendation systems from basic heuristics to advanced deep learning and LLMs with hands-on implementation using real-world datasets and popular libraries for creating personalized recommendation engines.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Data Engineering in the AI Era: Building a Robust Foundation for AI Applications

Discover strategies for building robust data pipelines for AI applications, from data streaming with Debezium to cost optimization with Snowflake, while ensuring data security through RBAC and proper PII handling.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Building Multiagent Systems: An Ontology-Driven Approach with SPADE

Discover how to model and implement multiagent systems using ontology-driven approaches with the SPADE platform, moving efficiently from theoretical concepts to practical implementation.

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

Solutions Prototyping Using Azure AI Studio

Explore Azure AI Studio's capabilities for rapid prototyping through hands-on demonstrations of chatbots, image generation, and practical AI applications for evaluating solution feasibility.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video