MLOps.community Courses

Combining LLMs with Knowledge Bases to Prevent Hallucinations

Explore strategies to prevent LLM hallucinations by combining them with knowledge bases. Learn to build reliable AI-driven applications using an LLM-powered support center example.

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

Experiment Tracking in the Age of LLMs - MLOps Podcast

Explore experiment tracking in the age of LLMs with Neptune's CEO. Gain insights on managing ML experiments, prompt engineering, and achieving control and confidence in model development.

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

Controlled and Compliant AI Applications - Part 2

Learn practical methodologies for building consistent, structured, and compliant AI systems using open access models and LLM wrappers to navigate restrictions and delight customers.

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

The Next Million AI Apps - Developing Custom Models for Specialized Tasks

Develop custom AI models using fine-tuning and data-driven techniques to create differentiated products solving previously unattainable problems.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Making LLM Inference Affordable - Part 2

Explore techniques for efficient LLM inference, including pseudo-labeling, knowledge distillation, pruning, and quantization. Learn to optimize model selection and performance within latency and budget constraints.

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

Transforming AI Safety and Security for Enterprise LLM Adoption

Explore AIShield.GuArdIan technology for secure LLM adoption in businesses, addressing compliance, ethics, and role-based usage while unlocking AI potential responsibly.

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

Building Products with LLMs in Production - Panel Discussion

Explore key challenges and pitfalls in building LLM-based products, including costs, latency, and effective implementation strategies. Gain insights from industry experts on navigating the complexities of AI development.

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

LLMs for the Rest of Us - Deploying Open-Source Language Models in the Cloud

Explore open-source LLMs as alternatives to proprietary models, addressing security and privacy concerns. Learn to deploy and operate these models efficiently using Aqueduct on cloud infrastructure.

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

Navigating Through the Generative AI Landscape

Explore the latest trends in Generative AI, gaining practical insights for startups to leverage advancements and enhance products in this dynamic field.

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

Treating Prompt Engineering More Like Code - Promptimize and Test-Driven Development for AI

Explore scientific prompt evaluation with Promptimize. Learn about open-sourcing, test suites, and AI challenges. Gain insights on prompt optimization, deterministic evaluation, and the evolving landscape of AI prompt engineering.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Eliminating Garbage In/Garbage Out for Analytics and ML

Discover strategies to eliminate bad data at the source, improve data quality ownership, and enhance observability in Analytics/ML stacks. Learn from experts in data engineering and product management.

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

Solving LLM Data Problems with Vector Databases - Part 2

Explore vector databases' role in LLM apps, focusing on solving data issues and democratizing access to this technology for efficient billion-scale vector search.

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

Evaluating LLM-based Applications - Part 2

Learn hands-on techniques for evaluating language models, including data sourcing, automated metrics, and human evaluation. Gain practical tools for assessing LLM-based applications effectively.

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

Python Power: How Daft Embeds Models and Revolutionizes Data Processing - Podcast 165

Explore Daft, an open-source query engine revolutionizing multimodal data processing. Learn about efficient data storage, governance, and innovative developments in unstructured data management.

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

Open Ecosystem to Fight Closed Models in Large Language Models

Explore open-source LLMs as privacy-preserving alternatives to closed models. Learn integration challenges, solutions, and benefits for secure AI application environments.

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