Practical AI: Machine Learning, Data Science, LLM

By Changelog Media

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Subscribers: 942
Reviews: 1
Episodes: 298


 Oct 2, 2024

Description

Making artificial intelligence practical, productive & accessible to everyone. Practical AI is a show in which technology professionals, business people, students, enthusiasts, and expert guests engage in lively discussions about Artificial Intelligence and related topics (Machine Learning, Deep Learning, Neural Networks, GANs, MLOps, AIOps, LLMs & more). The focus is on productive implementations and real-world scenarios that are accessible to everyone. If you want to keep up with the latest advances in AI, while keeping one foot in the real world, then this is the show for you!

Episode Date
scikit-learn & data science you own
Nov 19, 2024
Creating tested, reliable AI applications
Nov 13, 2024
AI is changing the cybersecurity threat landscape
Nov 05, 2024
The path towards trustworthy AI
Oct 29, 2024
Big data is dead, analytics is alive
Oct 24, 2024
Practical workflow orchestration
Oct 15, 2024
Towards high-quality (maybe synthetic) datasets
Oct 09, 2024
Understanding what's possible, doable & scalable
Oct 03, 2024
GraphRAG (beyond the hype)
Sep 25, 2024
Pausing to think about scikit-learn & OpenAI o1
Sep 17, 2024
Cybersecurity in the GenAI age
Sep 11, 2024
AI is more than GenAI
Sep 05, 2024
Metrics Driven Development
Aug 29, 2024
Threat modeling LLM apps
Aug 22, 2024
Only as good as the data
Aug 14, 2024
Gaudi processors & Intel's AI portfolio
Aug 07, 2024
Broccoli AI at its best 🥦
Jul 31, 2024
Hyperventilating over the Gartner AI Hype Cycle
Jul 24, 2024
The first real-time voice assistant
Jul 18, 2024
Vectoring in on Pinecone
Jul 10, 2024
Stanford's AI Index Report 2024
Jul 02, 2024
Apple Intelligence & Advanced RAG
Jun 25, 2024
The perplexities of information retrieval
Jun 19, 2024
Using edge models to find sensitive data
Jun 13, 2024
Rise of the AI PC & local LLMs
Jun 04, 2024
AI in the U.S. Congress
May 29, 2024
First impressions of GPT-4o
May 22, 2024
Full-stack approach for effective AI agents
May 15, 2024
Autonomous fighter jets?!
May 08, 2024
Private, open source chat UIs
Apr 30, 2024
Mamba & Jamba
Apr 24, 2024
Udio & the age of multi-modal AI
Apr 16, 2024
RAG continues to rise
Apr 10, 2024
Should kids still learn to code?
Apr 02, 2024
AI vs software devs
Mar 26, 2024
Prompting the future
Mar 20, 2024
Generating the future of art & entertainment
Mar 12, 2024
YOLOv9: Computer vision is alive and well
Mar 06, 2024
Representation Engineering (Activation Hacking)
Feb 28, 2024
Leading the charge on AI in National Security
Feb 20, 2024
Gemini vs OpenAI
Feb 14, 2024
Data synthesis for SOTA LLMs
Feb 06, 2024
Large Action Models (LAMs) & Rabbits 🐇
Jan 30, 2024
Collaboration & evaluation for LLM apps
Jan 23, 2024
Advent of GenAI Hackathon recap
Jan 17, 2024
AI predictions for 2024
Jan 10, 2024
Open source, on-disk vector search with LanceDB
Dec 19, 2023
The state of open source AI
Dec 12, 2023
Suspicion machines ⚙️
Dec 05, 2023
The OpenAI debacle (a retrospective)
Nov 29, 2023
Generating product imagery at Shopify
Nov 21, 2023
AI trailblazers putting people first
Nov 14, 2023
Government regulation of AI has arrived
Nov 07, 2023
Self-hosting & scaling models
Oct 31, 2023
Deep learning in Rust with Burn 🔥
Oct 24, 2023
AI's impact on developers
Oct 20, 2023
Generative models: exploration to deployment
Oct 03, 2023
Automate all the UIs!
Sep 20, 2023
Fine-tuning vs RAG
Sep 06, 2023
Automating code optimization with LLMs
Aug 29, 2023
The new AI app stack
Aug 23, 2023
Blueprint for an AI Bill of Rights
Aug 09, 2023
Vector databases (beyond the hype)
Aug 01, 2023
There's a new Llama in town
Jul 25, 2023
Legal consequences of generated content
Jul 18, 2023
A developer's toolkit for SOTA AI
Jul 12, 2023
Cambrian explosion of generative models
Jul 06, 2023
Automated cartography using AI
Jun 28, 2023
From ML to AI to Generative AI
Jun 21, 2023
AI trends: a Latent Space crossover
Jun 14, 2023
Accidentally building SOTA AI
Jun 06, 2023
Controlled and compliant AI applications
May 31, 2023
Data augmentation with LlamaIndex
May 23, 2023
Creating instruction tuned models
May 16, 2023
The last mile of AI app development
May 11, 2023
Large models on CPUs
May 02, 2023
Causal inference
Apr 25, 2023
Capabilities of LLMs 🤯
Apr 19, 2023
Computer scientists as rogue art historians
Apr 12, 2023
Accelerated data science with a Kaggle grandmaster
Apr 04, 2023
Explainable AI that is accessible for all humans
Mar 28, 2023
AI search at You.com
Mar 15, 2023
End-to-end cloud compute for AI/ML
Mar 07, 2023
Success (and failure) in prompting
Feb 28, 2023
Applied NLP solutions & AI education
Feb 22, 2023
Serverless GPUs
Feb 14, 2023
MLOps is alive and well
Feb 07, 2023
3D assets & simulation at NVIDIA
Jan 31, 2023
GPU dev environments that just work
Jan 24, 2023
Machine learning at small organizations
Jan 17, 2023
ChatGPT goes prime time!
Jan 10, 2023
NLP research by & for local communities
Jan 03, 2023
SOTA machine translation at Unbabel
Dec 13, 2022
AI competitions & cloud resources
Dec 07, 2022
Copilot lawsuits & Galactica "science"
Nov 29, 2022
Protecting us with the Database of Evil
Nov 16, 2022
Hybrid computing with quantum processors
Nov 08, 2022
The practicalities of releasing models
Nov 01, 2022
AI adoption in large, well-established companies
Oct 26, 2022
Data for All
Oct 18, 2022
What's up, DocQuery?
Oct 12, 2022
Production data labeling workflows
Sep 27, 2022
Evaluating models without test data
Sep 20, 2022
Stable Diffusion
Sep 13, 2022
Licensing & automating creativity
Sep 06, 2022
Privacy in the age of AI
Aug 30, 2022
Practical, positive uses for deep fakes
Aug 24, 2022
CMU's AI pilot lands in the news 🗞
Aug 16, 2022
AlphaFold is revolutionizing biology
Aug 09, 2022
AI IRL & Mozilla's Internet Health Report
Aug 02, 2022
The geopolitics of artificial intelligence
Jul 26, 2022
DALL-E is one giant leap for raccoons! 🔭
Jul 19, 2022
Cloning voices with Coqui
Jul 12, 2022
AI's role in reprogramming immunity
Jun 28, 2022
Machine learning in your database
Jun 22, 2022
Digital humans & detecting emotions
Jun 14, 2022
Generalist models & Iceman's voice
Jun 07, 2022
🤗 The AI community building the future
May 31, 2022
Active learning & endangered languages
May 17, 2022
Learning the language of life
May 03, 2022
MLOps is NOT Real
Apr 26, 2022
🌍 AI in Africa - Agriculture
Apr 19, 2022
Quick, beautiful web UIs for ML apps
Apr 05, 2022
It's been a BIG week in AI news 🗞
Mar 29, 2022
"Foundation" models
Mar 23, 2022
Clothing AI in a data fabric
Mar 16, 2022
Creating a culture of innovation
Mar 08, 2022
Deploying models (to tractors 🚜)
Mar 01, 2022
One algorithm to rule them all?
Feb 15, 2022
🌍 AI in Africa - Voice & language tools
Feb 09, 2022
Exploring deep reinforcement learning
Feb 01, 2022
The world needs an AI superhero
Jan 25, 2022
Democratizing ML for speech
Jan 19, 2022
Eliminate AI failures
Jan 11, 2022
🌍 AI in Africa - Radiant Earth
Jan 05, 2022
OpenAI and Hugging Face tooling
Dec 14, 2021
Friendly federated learning 🌼
Dec 07, 2021
Technology as a force for good
Dec 02, 2021
AI-generated code with OpenAI Codex
Nov 30, 2021
Zero-shot multitask learning
Nov 24, 2021
Analyzing the 2021 AI Index Report
Nov 10, 2021
Photonic computing for AI acceleration
Nov 02, 2021
Eureka moments with natural language processing
Oct 26, 2021
🌍 AI in Africa - Makerere AI Lab
Oct 19, 2021
Federated Learning 📱
Oct 12, 2021
The mathematics of machine learning
Oct 05, 2021
Balancing human intelligence with AI
Sep 28, 2021
From notebooks to Netflix scale with Metaflow
Sep 21, 2021
Trends in data labeling
Sep 14, 2021
Stellar inference speed via AutoNAS
Sep 07, 2021
Anaconda + Pyston and more
Sep 01, 2021
Exploring a new AI lexicon
Aug 24, 2021
NLP to help pregnant mothers in Kenya
Aug 17, 2021
SLICED - will you make the (data science) cut?
Aug 10, 2021
AI is creating never before heard sounds! 🎵
Aug 03, 2021
Building a data team
Jul 27, 2021
Towards stability and robustness
Jul 20, 2021
From symbols to AI pair programmers 💻
Jul 13, 2021
Vector databases for machine learning
Jun 22, 2021
Multi-GPU training is hard (without PyTorch Lightning)
Jun 15, 2021
Learning to learn deep learning 📖
Jun 08, 2021
The fastest way to build ML-powered apps
Jun 01, 2021
Elixir meets machine learning
May 26, 2021
Apache TVM and OctoML
May 18, 2021
25 years of speech technology innovation
May 11, 2021
Generating "hunches" using smart home data 🏠
May 04, 2021
Mapping the world
Apr 27, 2021
Data science for intuitive user experiences
Apr 20, 2021
Going full bore with Graphcore!
Apr 13, 2021
Next-gen voice assistants
Apr 06, 2021
Women in Data Science (WiDS)
Mar 30, 2021
Recommender systems and high-frequency trading
Mar 23, 2021
Deep learning technology for drug discovery
Mar 09, 2021
Green AI 🌲
Mar 02, 2021
Low code, no code, accelerated code, & failing code
Feb 23, 2021
The AI doc will see you now
Feb 16, 2021
Cooking up synthetic data with Gretel
Feb 02, 2021
The nose knows
Jan 26, 2021
Accelerating ML innovation at MLCommons
Jan 19, 2021
The $1 trillion dollar ML model 💵
Jan 11, 2021
Getting in the Flow with Snorkel AI
Dec 21, 2020
Engaging with governments on AI for good
Dec 14, 2020
From research to product at Azure AI
Dec 07, 2020
The world's largest open library dataset
Dec 01, 2020
A casual conversation concerning causal inference
Nov 24, 2020
Building a deep learning workstation
Nov 17, 2020
Killer developer tools for machine learning
Nov 09, 2020
Reinforcement Learning for search
Oct 26, 2020
When data leakage turns into a flood of trouble
Oct 20, 2020
Productionizing AI at LinkedIn
Oct 13, 2020
R, Data Science, & Computational Biology
Oct 06, 2020
Learning about (Deep) Learning
Sep 21, 2020
When AI goes wrong
Sep 14, 2020
Speech tech and Common Voice at Mozilla
Sep 09, 2020
Getting Waymo into autonomous driving
Sep 01, 2020
Hidden Door and so much more
Aug 24, 2020
Building the world's most popular data science platform
Aug 17, 2020
Practical AI turns 100!!! 🎉
Aug 11, 2020
Attack of the C̶l̶o̶n̶e̶s̶ Text!
Aug 03, 2020
🤗 All things transformers with Hugging Face
Jul 27, 2020
MLOps and tracking experiments with Allegro AI
Jul 20, 2020
Practical AI Ethics
Jul 14, 2020
The ins and outs of open source for AI
Jul 07, 2020
Operationalizing ML/AI with MemSQL
Jun 29, 2020
Roles to play in the AI dev workflow
Jun 22, 2020
The long road to AGI
Jun 15, 2020
Explaining AI explainability
Jun 08, 2020
Exploring NVIDIA's Ampere & the A100 GPU
May 26, 2020
AI for Good: clean water access in Africa
May 11, 2020
Ask us anything (about AI)
May 04, 2020
Reinforcement learning for chip design
Apr 27, 2020
Exploring the COVID-19 Open Research Dataset
Apr 20, 2020
Achieving provably beneficial, human-compatible AI
Apr 13, 2020
COVID-19 Q&A and CORD-19
Apr 06, 2020
Mapping the intersection of AI and GIS
Mar 30, 2020
Welcome to Practical AI
Mar 25, 2020
Speech recognition to say it just right
Mar 23, 2020
Building a career in Data Science
Mar 16, 2020
What exactly is "data science" these days?
Mar 09, 2020
TensorFlow in the cloud
Mar 02, 2020
NLP for the world's 7000+ languages
Feb 24, 2020
Real-time conversational insights from phone call data
Feb 17, 2020
AI-powered scientific exploration and discovery
Feb 10, 2020
Insights from the AI Index 2019 Annual Report
Feb 03, 2020
Testing ML systems
Jan 27, 2020
AI-driven automation in manufacturing
Jan 20, 2020
How the U.S. military thinks about AI
Jan 13, 2020
2019's AI top 5
Jan 06, 2020
AI for search at Etsy
Dec 23, 2019
Escaping the "dark ages" of AI infrastructure
Dec 16, 2019
Modern NLP with spaCy
Dec 09, 2019
Making GANs practical
Dec 02, 2019
Build custom ML tools with Streamlit
Nov 25, 2019
Intelligent systems and knowledge graphs
Nov 18, 2019
Robot hands solving Rubik's cubes
Nov 11, 2019
Open source data labeling tools
Nov 05, 2019
It's time to talk time series
Oct 28, 2019
AI in the browser
Oct 21, 2019
Blacklisted facial recognition and surveillance companies
Oct 15, 2019
Flying high with AI drone racing at AlphaPilot
Oct 07, 2019
AI in the majority world and model distillation
Sep 30, 2019
The influence of open source on AI development
Sep 25, 2019
Worlds are colliding - AI and HPC
Sep 17, 2019
AutoML and AI at Google
Sep 09, 2019
On being humAIn
Aug 26, 2019
Serving deep learning models with RedisAI
Aug 12, 2019
AI-driven studies of the ancient world and good GANs
Jul 30, 2019
AI code that facilitates good science
Jul 19, 2019
Celebrating episode 50 and the neural net!
Jul 03, 2019
Exposing the deception of DeepFakes
Jun 25, 2019
Model inspection and interpretation at Seldon
Jun 17, 2019
GANs, RL, and transfer learning oh my!
Jun 11, 2019
Visualizing and understanding RNNs
Jun 04, 2019
How to get plugged into the AI community
May 28, 2019
AI adoption in the enterprise
May 21, 2019
When AI meets quantum mechanics
May 14, 2019
TensorFlow Dev Summit 2019
May 07, 2019
CTRL-labs lets you control machines with your mind
Apr 30, 2019
Deep Reinforcement Learning
Apr 23, 2019
Making the world a better place at the AI for Good Foundation
Apr 15, 2019
GIPHY's celebrity detector
Apr 08, 2019
The landscape of AI infrastructure
Apr 02, 2019
Growing up to become a world-class AI expert
Mar 25, 2019
Social AI with Hugging Face
Mar 18, 2019
The White House Executive Order on AI
Mar 11, 2019
Staving off disaster through AI safety research
Mar 04, 2019
OpenAI's new "dangerous" GPT-2 language model
Feb 25, 2019
AI for social good at Intel
Feb 20, 2019
GirlsCoding.org empowers young women to embrace computer science
Feb 13, 2019
How Microsoft is using AI to help the Earth
Feb 04, 2019
New year’s resolution: dive into deep learning!
Jan 28, 2019
IBM's AI for detecting neurological state
Jan 21, 2019
2018 in review and bold predictions for 2019
Jan 14, 2019
Finding success with AI in the enterprise
Dec 17, 2018
So you have an AI model, now what?
Dec 10, 2018
Pachyderm's Kubernetes-based infrastructure for AI
Dec 03, 2018
BERT: one NLP model to rule them all
Nov 27, 2018
UBER and Intel’s Machine Learning platforms
Nov 19, 2018
Analyzing AI's impact on society through art and film
Nov 12, 2018
Getting into data science and AI
Nov 05, 2018
AIs that look human and create portraits of humans
Oct 31, 2018
Fighting bias in AI (and in hiring)
Oct 22, 2018
PyTorch 1.0 vs TensorFlow 2.0
Oct 15, 2018
Artificial intelligence at NVIDIA
Oct 08, 2018
OpenAI, reinforcement learning, robots, safety
Oct 01, 2018
Answering recent AI questions from Quora
Sep 18, 2018
AI in healthcare, synthesizing dance moves, hardware acceleration
Sep 03, 2018
Robot Perception and Mask R-CNN
Aug 27, 2018
Open source tools, AI for Dota, and enterprise ML adoption
Aug 21, 2018
Behavioral economics and AI-driven decision making
Aug 13, 2018
Eye tracking, Henry Kissinger on AI, Vim
Aug 06, 2018
Understanding the landscape of AI techniques
Jul 30, 2018
Government use of facial recognition and AI at Google
Jul 23, 2018
Detecting planets with deep learning
Jul 16, 2018
Data management, regulation, the future of AI
Jul 09, 2018
Helping African farmers with TensorFlow
Jul 02, 2018
Putting AI in a box at MachineBox
Jul 02, 2018
Meet your Practical AI hosts
Jul 02, 2018