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DataTalksClub / machine-learning-zoomcamp

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Timecodes for "ML Zoomcamp Office Hours - Week #7 - Midterm Project" #164

Closed alexeygrigorev closed 1 year ago

alexeygrigorev commented 2 years ago

Youtube video: https://www.youtube.com/watch?v=wWBm6MHu5u8

dimzachar commented 1 year ago

0:00:16 - Introduction to Midterm Project and Guidelines 0:03:31 - Exploring data and problem description process. 0:05:16 - Expert advice on selecting and tuning models. 0:07:12 - Training and deploying ML model. 0:08:57 - Project deadline: Nov 1, peer review Nov 8. 0:11:33 - Neural nets homework deadline and guidelines. 0:13:56 - Guidelines and scoring for projects explained. 0:16:05 - Discussion on third project and certificates. 0:18:38 - Supervised vs unsupervised learning in daily work 0:20:42 - Contextual explanation of project documentation and tools. 0:22:36 - Deploying and packaging machine learning models. 0:24:27 - Project review process explained in detail. 0:26:27 - Midterm project scoring system explained. 0:28:57 - Random reviewer assignment, individual work allowed. 0:30:59 - Choosing a Good Data Set for Analysis 0:32:52 - Submitting incomplete project for feedback and grading. 0:34:51 - Discussion on model score and grading process. 0:36:55 - Minimum requirements: deploy web service in Docker, try multiple models, write good article. 0:39:01 - Guidelines for reviewing projects with Docker. 0:40:59 - Tips for choosing the best model. 0:43:00 - Deploying tutorials for AWS and alternatives. 0:45:13 - Tips for documenting model performance without test labels. 0:47:41 - Discussion on clustering and submitting assignments. 0:50:01 - Learn to expand text with shift. 0:52:07 - How to write and share articles online.

amitfrancis commented 1 year ago

Updated timecodes. Thank you!