Unify Courses

Unify: Routing to Minimize Cost - Demo 01

Optimize LLM query costs through dynamic routing based on input and output pricing, balancing performance and budget constraints.

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

Accelerating MMPretrain Models with JAX - Demo 16

Accelerate MMPreTrain models by converting to JAX for faster inference. Learn efficient development, instant sharing, and optimal deployment of ML solutions.

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

Ivy: Quickstart and Introduction to Features - Demo 01

Get up to speed with Ivy's features and capabilities for efficient machine learning development, instant sharing, and optimal deployment.

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

The Fragmented ML Stack and How to Fix It

Explore the fragmented ML stack, understand Ivy's role in unification, and see demonstrations of function, library, and model transpilation.

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

Deep Dive: Ivy Frontend Tests - Tutorial 17

Explore frontend testing in Ivy, covering key techniques and best practices for ensuring robust web applications.

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

The Janus Interface - Privacy Risks in Fine-Tuning Large Language Models

Explore how fine-tuning in large language models can amplify privacy risks, focusing on the novel Janus attack that recovers forgotten personal information from pre-training data.

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

Knowledge Circuits in Pretrained Transformers Explained

Explore knowledge circuits in pretrained transformers, uncovering computational mechanisms behind language models' articulation of specific knowledge. Gain insights into AI's inner workings.

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

Hierarchical Prompting Taxonomy - A Universal Evaluation Framework for Large Language Models

Explore a universal evaluation framework for large language models using Hierarchical Prompting Taxonomy. Gain insights into assessing dataset complexity and model capabilities.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Aligning LLM-Assisted Evaluation of LLM Outputs with Human Preferences

Explore EvalGen, an interface for automated assistance in generating evaluation criteria and implementing assertions for LLM outputs aligned with human preferences.

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

Efficient Multi-Prompt Evaluation Explained

Explore PromptEval, a novel method for estimating LLM performance across multiple prompts, enhancing evaluation accuracy within practical budgets. Gain insights from University of Michigan researcher Felipe Polo.

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

Influential Data Retrieval Explained

Explore RapidIn, a scalable framework for estimating training data influence in large language models. Learn about token-wise retrieval and its two-stage approach.

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

Complex Agentic RAG Systems - Overcoming Limitations of Traditional RAG

Explore advanced agentic RAG systems with expert Atita Arora, overcoming traditional limitations and revolutionizing information retrieval for AI and machine learning applications.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Unify and Baseten - Boosting LLM Deployment

Supercharge LLM deployment by integrating Baseten model endpoints into Unify Platform. Learn dynamic routing, open-source model usage, and practical demonstrations for optimized AI workflows.

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

YOCO: Decoder-Decoder Architectures for Language Models Explained

Explore YOCO, a decoder-decoder architecture for LLMs that improves inference memory, prefill latency, and throughput by caching key-value pairs once across context lengths and model sizes.

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

Towards Monosemanticity: Decomposing Language Models with Dictionary Learning

Explore monosemanticity in neural networks through sparse autoencoders. Learn how extracting interpretable features enhances understanding of language model behavior and improves reasoning capabilities.

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