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[ DevCourseWeb com ] Udemy - Machine Learning - Data Science Product Management Made Easy
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01 - Introduction
001 Course Introduction!.mp4
001 Course Introduction!_en.srt
002 MACHINE-LEARNING-TRAINING-MODULE-SHORT-NOTES.docx
002 When ML is not the best approach!.mp4
002 When ML is not the best approach!_en.srt
003 Main Takeway Preview!.mp4
003 Main Takeway Preview!_en.srt
02 - Machine Learning Basics
001 Major ML Use Cases.mp4
001 Major ML Use Cases_en.srt
002 Basic Premise of ML.mp4
002 Basic Premise of ML_en.srt
003 Three major types of ML.mp4
003 Three major types of ML_en.srt
004 Supervised Learning.mp4
004 Supervised Learning_en.srt
005 Unsupervised Learning.mp4
005 Unsupervised Learning_en.srt
006 Semi-supervised Learning.mp4
006 Semi-supervised Learning_en.srt
007 Reinforcement Learning.mp4
007 Reinforcement Learning_en.srt
008 Overfitting and Underfitting.mp4
008 Overfitting and Underfitting_en.srt
external-assets-links.txt
03 - Data Science Loop
001 Data Science Process.mp4
001 Data Science Process_en.srt
002 Data Science Loop.mp4
002 Data Science Loop_en.srt
003 Data Science Loop Specifically.mp4
003 Data Science Loop Specifically_en.srt
004 Ex2 Map out the Data Science Loop for your product!.mp4
004 Ex2 Map out the Data Science Loop for your product!_en.srt
005 Comparing ML and Data Analysis.mp4
005 Comparing ML and Data Analysis_en.srt
006 Limitations of ML.mp4
006 Limitations of ML_en.srt
external-assets-links.txt
04 - Algorithms Overview and Linear Regression Deep Dive
001 Algorithms Overview.mp4
001 Algorithms Overview_en.srt
002 Linear Regression Overview.mp4
002 Linear Regression Overview_en.srt
003 Linear Regression Pros and Cons.mp4
003 Linear Regression Pros and Cons_en.srt
004 Linear Regression Coding Notebook - Case Study in Predicting Housing Prices.mp4
004 Linear Regression Coding Notebook - Case Study in Predicting Housing Prices_en.srt
external-assets-links.txt
05 - Success Metrics
001 Classification success metrics.mp4
001 Classification success metrics_en.srt
002 General success metrics.mp4
002 General success metrics_en.srt
003 Ex3 Post success metrics for your product!.mp4
003 Ex3 Post success metrics for your product!_en.srt
external-assets-links.txt
06 - Deep Learning Intro
001 Introduction to deep learning (convolutional neural networks).mp4
001 Introduction to deep learning (convolutional neural networks)_en.srt
002 Deep Learning Coding Notebook - Case Study in Predicting Dog and Cat Images!.mp4
002 Deep Learning Coding Notebook - Case Study in Predicting Dog and Cat Images!_en.srt
external-assets-links.txt
07 - User Experience and Research Considerations for ML Products!
001 UX Issues in ML.mp4
001 UX Issues in ML_en.srt
002 Ex4 Post UX considerations for your ML product.mp4
002 Ex4 Post UX considerations for your ML product_en.srt
003 Testing mockups of your ML product.mp4
003 Testing mockups of your ML product_en.srt
004 Testing concept diagrams of your ML Product.mp4
004 Testing concept diagrams of your ML Product_en.srt
005 Demographic and Psychographic Factors to Consider.mp4
005 Demographic and Psychographic Factors to Consider_en.srt
006 A Research roadmap for you ML Product.mp4
006 A Research roadmap for you ML Product_en.srt
007 Ex5 Post a roadmap of your ML product!.mp4
007 Ex5 Post a roadmap of your ML product!_en.srt
external-assets-links.txt
08 - Key Questions to Ask and Roadmap Template for your ML Product
001 ML Disclaimer Again!.mp4
001 ML Disclaimer Again!_en.srt
002 Key questions to ask your team.mp4
002 Key questions to ask your team_en.srt
002 UdemyRoadmapMaterials-1.5.22.pptx
003 Checklist of Key Sections for you ML Product Roadmap.mp4
003 Checklist of Key Sections for you ML Product Roadmap_en.srt
004 Please fill out the end of the course survey! httpsforms.glezhrCaPGY8LJrQFy2.mp4
004 Please fill out the end of the course survey! httpsforms.glezhrCaPGY8LJrQFy2_en.srt
005 Thank you for attending the course!.mp4
005 Thank you for attending the course!_en.srt
006 Bonus lecture - connect with us for consulting learn about free edtech apps!.mp4
006 Bonus lecture - connect with us for consulting learn about free edtech apps!_en.srt
external-assets-links.txt
Bonus Resources.txt
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