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📐 ML Fundamentals

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

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Challenges and Concerns of Using GPT-3 in Enterprise Settings // Alex Ratner // MLOps Podcast Shorts
ML Fundamentals
Challenges and Concerns of Using GPT-3 in Enterprise Settings // Alex Ratner // MLOps Podcast Shorts
MLOps.community Beginner 3y ago
The Motivation for MLOps // Steven Fines // MLOps Meetup #118
ML Fundamentals
The Motivation for MLOps // Steven Fines // MLOps Meetup #118
MLOps.community Beginner 3y ago
Facebook Marketplace Machine Learning System Design Review
ML Fundamentals
Facebook Marketplace Machine Learning System Design Review
MLOps.community Beginner 3y ago
Systems Engineer Navigating the World of ML // Andrew Dye // MLOps Podcast #136
ML Fundamentals
Systems Engineer Navigating the World of ML // Andrew Dye // MLOps Podcast #136
MLOps.community Beginner 3y ago
MLOps in Practice: Common Challenges and Lessons Learned / Marouen Hizaoui & Mo Basirati/Meetup #114
ML Fundamentals
MLOps in Practice: Common Challenges and Lessons Learned / Marouen Hizaoui & Mo Basirati/Meetup #114
MLOps.community Beginner 3y ago
Voice and Language Tech // Catherin Breslin // Coffee Sessions #129
ML Fundamentals
Voice and Language Tech // Catherin Breslin // Coffee Sessions #129
MLOps.community Beginner 3y ago
Monitoring Unstructured Data // Aparna Dhinakaran & Jason Lopatecki // Lightning Sessions #2
ML Fundamentals
Monitoring Unstructured Data // Aparna Dhinakaran & Jason Lopatecki // Lightning Sessions #2
MLOps.community Beginner 3y ago
MLOps at DoorDash // Hien Luu and DoorDash Leads // Coffee Sessions #119
ML Fundamentals
MLOps at DoorDash // Hien Luu and DoorDash Leads // Coffee Sessions #119
MLOps.community Beginner 3y ago
From Expectations to Synthetic Data Generation // Fabiana Clemente // MLOps Meetup #109
ML Fundamentals
From Expectations to Synthetic Data Generation // Fabiana Clemente // MLOps Meetup #109
MLOps.community Beginner 3y ago
Building Better Data Teams // Leanne Fitzpatrick // Coffee Sessions #113
ML Fundamentals
Building Better Data Teams // Leanne Fitzpatrick // Coffee Sessions #113
MLOps.community Beginner 3y ago
MLflow Pipelines: Opinionated ML Pipelines in MLflow // Xiangrui Meng // Coffee Sessions #112
ML Fundamentals
MLflow Pipelines: Opinionated ML Pipelines in MLflow // Xiangrui Meng // Coffee Sessions #112
MLOps.community Intermediate 3y ago
Argo Workflows // Kemal Tugrul Yesilbek // MLOps Meetup #108
ML Fundamentals
Argo Workflows // Kemal Tugrul Yesilbek // MLOps Meetup #108
MLOps.community Beginner 3y ago
Making MLFlow // Lead MLFlow Maintainer Corey Zumar // MLOps Coffee Sessions #103
ML Fundamentals
Making MLFlow // Lead MLFlow Maintainer Corey Zumar // MLOps Coffee Sessions #103
MLOps.community Intermediate 3y ago
Building a Movie Recommendation System on Tecton with Snowflake // David Hershey //MLOps Meetup #102
ML Fundamentals
Building a Movie Recommendation System on Tecton with Snowflake // David Hershey //MLOps Meetup #102
MLOps.community Intermediate 3y ago
Fixing Your ML Data Blind Spots // Yash Sheth // MLOps Coffee Sessions #102
ML Fundamentals
Fixing Your ML Data Blind Spots // Yash Sheth // MLOps Coffee Sessions #102
MLOps.community Beginner 3y ago
Declarative Machine Learning Systems: Big Tech Level ML Without a Big Tech Team // Piero Molino
ML Fundamentals
Declarative Machine Learning Systems: Big Tech Level ML Without a Big Tech Team // Piero Molino
MLOps.community Beginner 3y ago
Real-time Model Inference in a Video Streaming Environment // Brannon Dorsey // Coffee Sessions #98
ML Fundamentals
Real-time Model Inference in a Video Streaming Environment // Brannon Dorsey // Coffee Sessions #98
MLOps.community Beginner 3y ago
Real-Time Processing with Apache Flink, Kafka, and Pinot //Jacob Tsafatinos // Coffee Sessions #97
ML Fundamentals
Real-Time Processing with Apache Flink, Kafka, and Pinot //Jacob Tsafatinos // Coffee Sessions #97
MLOps.community Beginner 3y ago
FastAPI for Machine Learning // Sebastián Ramírez // MLOps Coffee Sessions #96
ML Fundamentals
FastAPI for Machine Learning // Sebastián Ramírez // MLOps Coffee Sessions #96
MLOps.community Beginner 3y ago
The Shipyard: Lessons Learned While Building an ML Platform // Joseph Haaga // Coffee Sessions #91
ML Fundamentals
The Shipyard: Lessons Learned While Building an ML Platform // Joseph Haaga // Coffee Sessions #91
MLOps.community Beginner 4y ago
Bringing Audio ML Models into Production // @ValerioVelardoTheSoundofAI //Coffee Sessions #90
ML Fundamentals
Bringing Audio ML Models into Production // @ValerioVelardoTheSoundofAI //Coffee Sessions #90
MLOps.community Beginner 4y ago
A Journey in Scaling ML // Gabriel Straub // MLOps Coffee Sessions #89
ML Fundamentals
A Journey in Scaling ML // Gabriel Straub // MLOps Coffee Sessions #89
MLOps.community Beginner 4y ago
Lessons from Studying FAANG ML Systems // Ernest Chan // MLOps Coffee Sessions #84
ML Fundamentals
Lessons from Studying FAANG ML Systems // Ernest Chan // MLOps Coffee Sessions #84
MLOps.community Beginner 4y ago
Building an Open Source MLOps Stack with ZenML // Hamza Tahir // MLOps Workshop Meetup # 92
ML Fundamentals
Building an Open Source MLOps Stack with ZenML // Hamza Tahir // MLOps Workshop Meetup # 92
MLOps.community Intermediate 4y ago
Calibration for ML at Etsy - apply() special // Erica Greene and Seoyoon Park // Coffee Sessions #78
ML Fundamentals
Calibration for ML at Etsy - apply() special // Erica Greene and Seoyoon Park // Coffee Sessions #78
MLOps.community Beginner 4y ago
MLOps Song
ML Fundamentals
MLOps Song
MLOps.community Beginner 4y ago
Build a Culture of ML Testing and Model Quality // Mohamed Elgendy // MLOps Coffee Sessions #76
ML Fundamentals
Build a Culture of ML Testing and Model Quality // Mohamed Elgendy // MLOps Coffee Sessions #76
MLOps.community Intermediate 4y ago
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
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Computational Social Science Capstone Project
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Computational Social Science Capstone Project
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Supervised Machine Learning: Classification
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Supervised Machine Learning: Classification
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AWS Certified AI Practitioner
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AWS Certified AI Practitioner
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Exploratory Data Analysis for Machine Learning
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Exploratory Data Analysis for Machine Learning
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Deep Learning - Artificial Neural Networks with TensorFlow
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Deep Learning - Artificial Neural Networks with TensorFlow
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Fundamentals of Machine Learning for Supply Chain
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Fundamentals of Machine Learning for Supply Chain
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