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The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

698 Episodes • By Sam Charrington • twimlai.com
Machine learning and artificial intelligence are dramatically changing the way businesses operate and people live. The TWIML AI Podcast brings the top minds and ideas from the world of ML and AI to a broad and influential community of ML/AI researchers, data scientists, engineers and tech-savvy busi ...more
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The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)
The TWIML AI Podcast (formerly This Week in Machin...
@thetwimlaipodcastformerlythisw...
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Teaching Large Language Models to Reason with Reinforcement Learning with Alex Havrilla - #680
Today we're joined by Alex Havrilla, a PhD student a... more
Apr 16 2024 46m
Model Diversity and Output Performance
Chapter 1 14 mins
Reinforcement Learning for Language Models
Chapter 2 10 mins
Exploring Model Output Diversity in RL
Chapter 3 7 mins
Comparison of RL Fine-Tuning Algorithms
Chapter 4 10 mins
Reasoning and Noise Impact in Training
Chapter 5 2 mins
Enhancing Transformer Model Generalization
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Localizing and Editing Knowledge in LLMs with Peter Hase - #679
Today we're joined by Peter Hase, a fifth-year PhD s... more
Apr 8 2024 49m
Model Performance Based on Task Specification
Chapter 1 11 mins
Interpretability, Model Editing, and Scalable Oversight
Chapter 2 13 mins
Model Editing and Knowledge Updates
Chapter 3 7 mins
Ensuring Model Safety and Oversight
Chapter 4 5 mins
Exploring Easy to Hard Generalization
Chapter 5 8 mins
Task Specification in Language Models
Chapter 6 1 min
Internal Models and Consistency in AI
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Coercing LLMs to Do and Reveal (Almost) Anything with Jonas Geiping - #678
Today we're joined by Jonas Geiping, a research grou... more
Apr 1 2024 48m
Research on Psychological Manipulation in AI
Chapter 1 12 mins
Exploring LLM Security and Adversarial Attacks
Chapter 2 7 mins
Security Risks in Language Models
Chapter 3 9 mins
Exploring Model Safety Optimization
Chapter 4 7 mins
Building Guardrails for LLM Security
Chapter 5 9 mins
Security Vulnerabilities in Language Models
Chapter 6 1 min
Embedded Systems and Security Vulnerabilities
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V-JEPA, AI Reasoning from a Non-Generative Architecture with Mido Assran - #677
Today we’re joined by Mido Assran, a research scient... more
Mar 25 2024 47m
Evaluating Predictors and World Models
Chapter 1 14 mins
Advancing Machine Intelligence With JEPPA
Chapter 2 14 mins
Efficient Learning Through Video Transformers
Chapter 3 3 mins
Efficient Learning Approaches for Goal-Driven Agents
Chapter 4 13 mins
Future of Representation Learning in AI
Chapter 5 1 min
Building a Semantic World Model
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Video as a Universal Interface for AI Reasoning with Sherry Yang - #676
Today we’re joined by Sherry Yang, senior research s... more
Mar 18 2024 49m
Exploring Sora Simulator
Chapter 1 6 mins
Unleashing the Power of Video
Chapter 2 9 mins
Challenges in Video Generation Research
Chapter 3 11 mins
The Future of Video Generation
Chapter 4 13 mins
Unified Representations in Video Modeling
Chapter 5 5 mins
Interactive Simulation of Dynamic Virtual Environments
Chapter 6 2 mins
Interactive Augmented Reality World Model
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Assessing the Risks of Open AI Models with Sayash Kapoor - #675
Today we’re joined by Sayash Kapoor, a Ph.D. student... more
Mar 11 2024 40m
Biosecurity Risk Assessment and Language Models
Chapter 1 7 mins
Societal Impact of Open Foundation Models
Chapter 2 9 mins
Assessing Risks of Open Foundation Models
Chapter 3 12 mins
Risks of Open-Foundation Models for NCII
Chapter 4 8 mins
AI Safety and Openness Debate
Chapter 5 1 min
Safe Harbor for Social Media Research
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OLMo: Everything You Need to Train an Open Source LLM with Akshita Bhagia - #674
Today we’re joined by Akshita Bhagia, a senior resea... more
Mar 4 2024 32m
Evaluation Methods in NLP Research
Chapter 1 9 mins
Open Language Models and Data Sets
Chapter 2 4 mins
Analyzing Large Datasets for Language Models
Chapter 3 7 mins
Challenges in Model Training and Evaluation
Chapter 4 7 mins
Paloma
Chapter 5 3 mins
Benefits of Olmo and Future Directions
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Training Data Locality and Chain-of-Thought Reasoning in LLMs with Ben Prystawski - #673
Today we’re joined by Ben Prystawski, a PhD student ... more
Feb 26 2024 24m
Generating Reasoning Ability With Locality
Chapter 1 9 mins
Machine Learning and Reasoning Dynamics
Chapter 2 9 mins
Utilizing Scaffolded Generation in Reasoning
Chapter 3 5 mins
Exploring Language Model Reasoning Efficiency
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Reasoning Over Complex Documents with DocLLM with Armineh Nourbakhsh - #672
Today we're joined by Armineh Nourbakhsh of JP Morga... more
Feb 19 2024 45m
Core Tasks in DockLM Training
Chapter 1 14 mins
Document AI and Multimodal LLMs
Chapter 2 8 mins
Advanced Document Understanding Techniques
Chapter 3 9 mins
Tabular Reasoning and Model Performance
Chapter 4 11 mins
Challenges in Using Large Language Models
Chapter 5 43 sec
Improving Model Errors and Capabilities
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Are Emergent Behaviors in LLMs an Illusion? with Sanmi Koyejo - #671
Today we’re joined by Sanmi Koyejo, assistant profes... more
Feb 12 2024 1h 6m
GPT Models and Conflicting Instructions
Chapter 1 12 mins
Large Language Models in AI Research
Chapter 2 13 mins
Metrics in Modeling Behavior
Chapter 3 17 mins
Geometric Distribution in Model Performance
Chapter 4 6 mins
Evaluating GPT Models and Instruction Following
Chapter 5 7 mins
Evaluating GPT Performance and Real-World Applicability
Chapter 6 6 mins
Challenges in Evaluation of Healthcare Tests
Chapter 7 1 min
Appreciation for Collaboration and Hard Work
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AI Trends 2024: Reinforcement Learning in the Age of LLMs with Kamyar Azizzadenesheli - #670
Today we’re joined by Kamyar Azizzadenesheli, a staf... more
Feb 5 2024 1h 10m
Balance Compute and Model Size for Intelligence
Chapter 1 13 mins
LLMs Impact on Reinforcement Learning
Chapter 2 8 mins
Enhancing RL Agents With LLM
Chapter 3 7 mins
Advances in Robotics and Control
Chapter 4 13 mins
Advancements in Robotics and Risk Assessment
Chapter 5 15 mins
Learning and Robotics Challenges and Opportunities
Chapter 6 10 mins
Impact of Narrow Commercial Use Cases
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Building and Deploying Real-World RAG Applications with Ram Sriharsha - #669
Today we’re joined by Ram Sriharsha, VP of engineeri... more
Jan 29 2024 35m
Superiority of RAG in Knowledge Production
Chapter 1 11 mins
Vector Databases in AI Applications
Chapter 2 7 mins
Building RAG Applications
Chapter 3 11 mins
Improving Vector Database Efficiency
Chapter 4 4 mins
Serverless and Vector Databases
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Nightshade: Data Poisoning to Fight Generative AI with Ben Zhao - #668
Today we’re joined by Ben Zhao, a Neubauer professor... more
Jan 22 2024 39m
Developing Software With Artist Input
Chapter 1 13 mins
Security and Generative AI Intersection
Chapter 2 3 mins
Rise of AI Art and Consequences
Chapter 3 3 mins
Stopping AI's Adversarial Attacks on Art
Chapter 4 8 mins
AI Art Protection Challenges and Solutions
Chapter 5 9 mins
Poison Images' Impact on AI Models
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Learning Transformer Programs with Dan Friedman - #667
Today, we continue our NeurIPS series with Dan Fried... more
Jan 15 2024 38m
Understanding NLP Models and Limitations
Chapter 1 15 mins
Interpretability for Transformers in NLP
Chapter 2 5 mins
Constraints for Interpretable Transformers
Chapter 3 14 mins
Discrete Programs in Transformer Models
Chapter 4 1 min
Advantages of Discrete Program Representation
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AI Trends 2024: Machine Learning & Deep Learning with Thomas Dietterich - #666
Today we continue our AI Trends 2024 series with a c... more
Jan 8 2024 1h 5m
Understanding Lying Through LAMATU Activation Vectors
Chapter 1 10 mins
Deep Learning Trends in AI
Chapter 2 6 mins
Modularity and Uncertainty in Language Models
Chapter 3 3 mins
Uncertainty in Machine Learning Use Cases
Chapter 4 8 mins
Quantifying Uncertainty in Machine Learning
Chapter 5 13 mins
Uncertainty Quantification in Large Language Models
Chapter 6 11 mins
Fact-Checking and Confidence in Language Models
Chapter 7 8 mins
LLMs and RAG Models
Chapter 8 53 sec
Expanding on the Future of LLMs
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AI Trends 2024: Computer Vision with Naila Murray - #665
Today we kick off our AI Trends 2024 series with a c... more
Jan 2 2024 52m
Product vs VIPER GPT Comparison
Chapter 1 10 mins
AI Trends 2024
Chapter 2 9 mins
Controllable Generation and Visual Programming
Chapter 3 7 mins
Gaussian Splatting in 3D Graphics
Chapter 4 4 mins
Comparing Language and Vision Models
Chapter 5 8 mins
Impressive Open Source Computer Vision Projects
Chapter 6 4 mins
Controlling Memories and Simulating Data
Chapter 7 5 mins
Advancements and Predictions in Computer Vision
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Are Vector DBs the Future Data Platform for AI? with Ed Anuff - #664
Today we’re joined by Ed Anuff, chief product office... more
Dec 28 2023 48m
Embedding Models' Limitations in Conversation Chaining
Chapter 1 13 mins
DataStacks' Role in Real-Time AI Applications
Chapter 2 8 mins
Improve Results in Vector Databases
Chapter 3 7 mins
Data Retrieval
Chapter 4 9 mins
JSON and the Future of Databases
Chapter 5 9 mins
Embedding Models and Iterative Context
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Quantizing Transformers by Helping Attention Heads Do Nothing with Markus Nagel - #663
Today we’re joined by Markus Nagel, research scienti... more
Dec 26 2023 46m
Efficiency of Multitask and Multidomain Learning
Chapter 1 15 mins
Transformer Efficiency With Qualcomm AI Research
Chapter 2 12 mins
Model Efficiency Through Quantization and Pruning
Chapter 3 10 mins
Equivariance, Transformers, and LLMs
Chapter 4 8 mins
On-Device AI and Full Stack Optimization
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Responsible AI in the Generative Era with Michael Kearns - #662
Today we’re joined by Michael Kearns, professor in t... more
Dec 22 2023 36m
Generative AI
Chapter 1 14 mins
Responsible AI in Generative AI
Chapter 2 3 mins
Language Model Generality and Specificity
Chapter 3 7 mins
Generative AI and Guard Rail Models
Chapter 4 10 mins
Clean Room and Responsible AI Overview
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Edutainment for AI and AWS PartyRock with Mike Miller - #661
Today we’re joined by Mike Miller, director of produ... more
Dec 18 2023 29m
Supply Chain Model Development and Evolution
Chapter 1 13 mins
AWS ML and AI Products
Chapter 2 8 mins
Remix Technology in Party Rock
Chapter 3 8 mins
Edutainment With Party Rock Exploration
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Data, Systems and ML for Visual Understanding with Cody Coleman - #660
Today we’re joined by Cody Coleman, co-founder and C... more
Dec 14 2023 38m
AI and Databases
Chapter 1 7 mins
Coactive AI and Active Learning Importance
Chapter 2 10 mins
Coactive
Chapter 3 8 mins
Rediscovering Databases in AI Systems
Chapter 4 5 mins
Text and Visual Embeddings for Learning
Chapter 5 7 mins
Lessons Learned
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Patterns and Middleware for LLM Applications with Kyle Roche - #659
Today we’re joined by Kyle Roche, founder and CEO of... more
Dec 11 2023 35m
DAG Abstraction and Data Caching
Chapter 1 9 mins
Grip Tape
Chapter 2 10 mins
Real-Time Retrieval and Role-Based Access
Chapter 3 6 mins
Real-Time Data Integration in LLMs
Chapter 4 10 mins
Automation and VFX in Film Production
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AI Access and Inclusivity as a Technical Challenge with Prem Natarajan - #658
Today we’re joined by Prem Natarajan, chief scientis... more
Dec 4 2023 41m
LLMs and the Future of AI
Chapter 1 11 mins
Capital One's AI Research and Priorities
Chapter 2 10 mins
Addressing Speech Recognition Imbalance in ML
Chapter 3 6 mins
Integrating Research Efforts in Fraud Detection
Chapter 4 7 mins
Models for Financial Data and Learning
Chapter 5 5 mins
Research and Innovation in Banking
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Building LLM-Based Applications with Azure OpenAI with Jay Emery - #657
Today we’re joined by Jay Emery, director of technic... more
Nov 28 2023 43m
Leveraging Language Models for Business Impact
Chapter 1 11 mins
AI Innovation With Microsoft Azure
Chapter 2 7 mins
Leveraging Language Models for Business Impact
Chapter 3 7 mins
Fine-Tuning and Retrieval for Language Models
Chapter 4 4 mins
LLMs in Business Systems
Chapter 5 12 mins
Language Model Performance and Cost Management
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Visual Generative AI Ecosystem Challenges with Richard Zhang - #656
Today we’re joined by Richard Zhang, senior research... more
Nov 20 2023 40m
Tractable Approximations for Ground Truth
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