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📐 ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

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Federated Learning: Machine Learning on the Edge // Varun Kumar Khare // Reading group #3
ML Fundamentals
Federated Learning: Machine Learning on the Edge // Varun Kumar Khare // Reading group #3
MLOps.community Beginner 4y ago
Just Build It! Tips for Making ML Engineering and MLOps Real // Andy McMahon // MLOps Meetup #91
ML Fundamentals
Just Build It! Tips for Making ML Engineering and MLOps Real // Andy McMahon // MLOps Meetup #91
MLOps.community Intermediate 4y ago
On Structuring an ML Platform 1 Pizza Team //Breno Costa & Matheus Frata //MLOps Coffee Sessions #73
ML Fundamentals
On Structuring an ML Platform 1 Pizza Team //Breno Costa & Matheus Frata //MLOps Coffee Sessions #73
MLOps.community Beginner 4y ago
Setting up an ML Platform on GCP: Lessons Learned // Mefta Sadat // MLOps #71
ML Fundamentals
Setting up an ML Platform on GCP: Lessons Learned // Mefta Sadat // MLOps #71
MLOps.community Beginner 4y ago
Building 12-Factor Data Apps with Kedro // Ivan Danov // MLOps Meetup #90
ML Fundamentals
Building 12-Factor Data Apps with Kedro // Ivan Danov // MLOps Meetup #90
MLOps.community Beginner 4y ago
Modern ML Stack is a Lie
ML Fundamentals
Modern ML Stack is a Lie
MLOps.community Beginner 4y ago
ML Drift - How to Identify Issues Before They Become Problems // Amy Hodler // MLOps Meetup #89
ML Fundamentals
ML Drift - How to Identify Issues Before They Become Problems // Amy Hodler // MLOps Meetup #89
MLOps.community Beginner 4y ago
The ML Test Score // Skylar Payne // MLOps Reading Group #2
ML Fundamentals
The ML Test Score // Skylar Payne // MLOps Reading Group #2
MLOps.community Beginner 4y ago
ML Stepping Stones: Challenges & Opportunities for Companies // John Crousse // Coffee Sessions #67
ML Fundamentals
ML Stepping Stones: Challenges & Opportunities for Companies // John Crousse // Coffee Sessions #67
MLOps.community Beginner 4y ago
The Not So Talked About Reasons Model Monitoring Fails // Oren Razon // MLOps Meetup #88
ML Fundamentals
The Not So Talked About Reasons Model Monitoring Fails // Oren Razon // MLOps Meetup #88
MLOps.community Advanced 4y ago
Continuous Delivery for Machine Learning article by Martin Fowler // Coffee Session short clip #53
ML Fundamentals
Continuous Delivery for Machine Learning article by Martin Fowler // Coffee Session short clip #53
MLOps.community Intermediate 4y ago
Data Quality Test // David Aponte // Coffee Session short clip #53
ML Fundamentals
Data Quality Test // David Aponte // Coffee Session short clip #53
MLOps.community Intermediate 4y ago
Impact of SWE in ML Projects // Laszlo Sragner and Tim Blazina // MLOps Reading Group #1
ML Fundamentals
Impact of SWE in ML Projects // Laszlo Sragner and Tim Blazina // MLOps Reading Group #1
MLOps.community Beginner 4y ago
Cybersecurity Threats // Monika Venčkauskaitė // Meetup #70 short clip
ML Fundamentals
Cybersecurity Threats // Monika Venčkauskaitė // Meetup #70 short clip
MLOps.community Beginner 4y ago
PyTorch: Bridging AI Research and Production // Dmytro Dzhulgakov // MLOps Coffee Sessions #63
ML Fundamentals
PyTorch: Bridging AI Research and Production // Dmytro Dzhulgakov // MLOps Coffee Sessions #63
MLOps.community Intermediate 4y ago
Data-Centric AI Means Centralizing Training Data // Alberto Rizzoli // MLOps Meetup #85
ML Fundamentals
Data-Centric AI Means Centralizing Training Data // Alberto Rizzoli // MLOps Meetup #85
MLOps.community Beginner 4y ago
I Don't Like Jupyter Notebooks // Joel Grus // Coffee Sessions #62
ML Fundamentals
I Don't Like Jupyter Notebooks // Joel Grus // Coffee Sessions #62
MLOps.community Beginner 4y ago
MLOps at Volvo Cars // Leonard Aukea // MLOps Meetup #84
ML Fundamentals
MLOps at Volvo Cars // Leonard Aukea // MLOps Meetup #84
MLOps.community Beginner 4y ago
ML Tests // Svet Penkov // Coffee Sessions #61
ML Fundamentals
ML Tests // Svet Penkov // Coffee Sessions #61
MLOps.community Beginner 4y ago
LinkedIn Job Recommendations // Alexandre Patry // Coffee Sessions #60
ML Fundamentals
LinkedIn Job Recommendations // Alexandre Patry // Coffee Sessions #60
MLOps.community Beginner 4y ago
End to End MLOps Basics // Raviraja Ganta // MLOps Meetup #82
ML Fundamentals
End to End MLOps Basics // Raviraja Ganta // MLOps Meetup #82
MLOps.community Beginner 4y ago
Feast Feature Store Deep Dive // Felix Wang // MLOps Meetup #81
ML Fundamentals
Feast Feature Store Deep Dive // Felix Wang // MLOps Meetup #81
MLOps.community Beginner 4y ago
How mlctl Helps Intuit's Workflow // Srivathsan Canchi // Coffee Sessions # 50 short clip
ML Fundamentals
How mlctl Helps Intuit's Workflow // Srivathsan Canchi // Coffee Sessions # 50 short clip
MLOps.community Beginner 4y ago
Data Selection for Data-Centric AI: Data Quality Over Quantity // Cody Coleman //Coffee Sessions#59
ML Fundamentals
Data Selection for Data-Centric AI: Data Quality Over Quantity // Cody Coleman //Coffee Sessions#59
MLOps.community Beginner 4y ago
10 Types of Features your Location ML Model is Missing // Anne Cocos // Coffee Sessions #58
ML Fundamentals
10 Types of Features your Location ML Model is Missing // Anne Cocos // Coffee Sessions #58
MLOps.community Beginner 4y ago
Three Categories of SGT // Alex Chung // Coffee #50 short clip
ML Fundamentals
Three Categories of SGT // Alex Chung // Coffee #50 short clip
MLOps.community Beginner 4y ago
Managing Outcomes Generated by Data Scientists // Stefan Krawczyk // Coffee Sessions #49 short clip
ML Fundamentals
Managing Outcomes Generated by Data Scientists // Stefan Krawczyk // Coffee Sessions #49 short clip
MLOps.community Beginner 4y ago
Importance of Platform // Julien Chaumond // Coffee Sessions #48 short clip
ML Fundamentals
Importance of Platform // Julien Chaumond // Coffee Sessions #48 short clip
MLOps.community Beginner 4y ago
Engineering Best Practices for Machine Learning // Alex Serban // MLOps Meetup #79
ML Fundamentals
Engineering Best Practices for Machine Learning // Alex Serban // MLOps Meetup #79
MLOps.community Beginner 4y ago
Moldable Development with Glamorous Toolkit // Tudor Gîrba // MLOps Meetup #77
ML Fundamentals
Moldable Development with Glamorous Toolkit // Tudor Gîrba // MLOps Meetup #77
MLOps.community Beginner 4y ago
SGT Working Group Aug 24, 2021 - mlctl and hydrosphere Open Source MLOps Libraries Demo
ML Fundamentals
SGT Working Group Aug 24, 2021 - mlctl and hydrosphere Open Source MLOps Libraries Demo
MLOps.community Beginner 4y ago
Maintainability in Diversity // Pablo Estevez // Coffee Session #46 short clip
ML Fundamentals
Maintainability in Diversity // Pablo Estevez // Coffee Session #46 short clip
MLOps.community Intermediate 4y ago
Creating MLOps Standards // Alex Chung and Srivathsan Canchi // MLOps Coffee Sessions #50
ML Fundamentals
Creating MLOps Standards // Alex Chung and Srivathsan Canchi // MLOps Coffee Sessions #50
MLOps.community Beginner 4y ago
Aggressively Helpful Platform Teams // Stefan Krawczyk // MLOps Coffee Sessions #49
ML Fundamentals
Aggressively Helpful Platform Teams // Stefan Krawczyk // MLOps Coffee Sessions #49
MLOps.community Beginner 4y ago
Building an ML Platform from Scratch: Live Coding Session - Part 2 //Alon Gubkin // MLOps Meetup #74
ML Fundamentals
Building an ML Platform from Scratch: Live Coding Session - Part 2 //Alon Gubkin // MLOps Meetup #74
MLOps.community Beginner 4y ago
Three Blocks of MLOps Modular Level // Emmanuel Raj // Meetup #69 short clip
ML Fundamentals
Three Blocks of MLOps Modular Level // Emmanuel Raj // Meetup #69 short clip
MLOps.community Intermediate 4y ago
Tour of Upcoming Features on the Hugging Face Model Hub// Julien Chaumond //MLOps Coffee Sessions#48
ML Fundamentals
Tour of Upcoming Features on the Hugging Face Model Hub// Julien Chaumond //MLOps Coffee Sessions#48
MLOps.community Beginner 4y ago
Shadow IT/Shadow MLOps/Shadow DevOps // Korri Jones // Meetup #68 short clip
ML Fundamentals
Shadow IT/Shadow MLOps/Shadow DevOps // Korri Jones // Meetup #68 short clip
MLOps.community Beginner 4y ago
Model serving platform // Kyle Gallatin // Coffee #43 short clip
ML Fundamentals
Model serving platform // Kyle Gallatin // Coffee #43 short clip
MLOps.community Advanced 4y ago
Learning from 150 Successful ML-enabled Products at Booking.com // Pablo Estevez // Coffee Ses'n #46
ML Fundamentals
Learning from 150 Successful ML-enabled Products at Booking.com // Pablo Estevez // Coffee Ses'n #46
MLOps.community Beginner 4y ago
Take a risk or stay safe? // Alfredo Deza // Meetup #66 short clip
ML Fundamentals
Take a risk or stay safe? // Alfredo Deza // Meetup #66 short clip
MLOps.community Beginner 4y ago
Engineering MLOps // Emmanuel Raj // MLOps Meetup #69
ML Fundamentals
Engineering MLOps // Emmanuel Raj // MLOps Meetup #69
MLOps.community Beginner 4y ago
CI/CD for MLOPS Definition // Monmayuri Ray // MLOps Coffee Sessions #41 short clip
ML Fundamentals
CI/CD for MLOPS Definition // Monmayuri Ray // MLOps Coffee Sessions #41 short clip
MLOps.community Advanced 4y ago
SGT Model Deployment Working Group June 22, 2021 Meeting
ML Fundamentals
SGT Model Deployment Working Group June 22, 2021 Meeting
MLOps.community Beginner 4y ago
Educating Clients on Uncertainty // Adam Sroka // MLOps Coffee Sessions #38 short clip
ML Fundamentals
Educating Clients on Uncertainty // Adam Sroka // MLOps Coffee Sessions #38 short clip
MLOps.community Intermediate 4y ago
Nick's Nightmarish Story // Nick Masca // Coffee Session #35 short clip
ML Fundamentals
Nick's Nightmarish Story // Nick Masca // Coffee Session #35 short clip
MLOps.community Intermediate 4y ago
Twitch Affecting Felipe's Career // Felipe Campos Penha// Meetup #63 short clip
ML Fundamentals
Twitch Affecting Felipe's Career // Felipe Campos Penha// Meetup #63 short clip
MLOps.community Beginner 4y ago
Building an ML Platform from Scratch: Live Coding Session // Alon Gubkin // MLOps Meetup #67
ML Fundamentals
Building an ML Platform from Scratch: Live Coding Session // Alon Gubkin // MLOps Meetup #67
MLOps.community Beginner 4y ago
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R: Apply & Analyze K-Means Clustering for Unsupervised ML
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R: Apply & Analyze K-Means Clustering for Unsupervised ML
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Data Science Fundamentals Part 2: Unit 2
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Data Science Fundamentals Part 2: Unit 2
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Derivatives: a guide to calculation
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Derivatives: a guide to calculation
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Predicting Extreme Climate Behavior with Machine Learning
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Predicting Extreme Climate Behavior with Machine Learning
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Programming Generative AI: Unit 1
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Programming Generative AI: Unit 1
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Physics 101 - Energy and Momentum
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Physics 101 - Energy and Momentum
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