Data Science Project Example Start to Finish (Deep Learning Image Classifier)
In this video I do a Complete Data Science Project Example from start to finish. This is the type of project that you could put in your portfolio or on your resume. I have been asked quite a bit to do an end-to-end data science project. This is a simple project that leverages deep learning for image classification. Data science projects don't all have to be overwhelmingly difficult and take a tremendous amount of time. Something like this, that produces a good solution to an interesting problem are just as valuable. For this project I use google collab and fastai for the deep learning portion. These tools make it easy to do a deep learning project and get dependable results. fastai is built on top of pytorch, and abstracts away many of the overly complex parts of deep learning. I highly recommend their free MOOC, linked below. In this project, we use a convolutional neural net (CNN), that was trained on the resnet dataset. With this, we can use transfer learning to produce a good result with little additional training. github repo: https://github.com/PlayingNumbers/bal... fastai course repo: https://github.com/fastai/course-v3/b... fastai course: https://www.fast.ai/ fatkun plugin for image downloads: https://chrome.google.com/webstore/de... #DataScience #KenJee #SportsAnalytics #DataScienceProject ⭕ Subscribe: https://www.youtube.com/c/kenjee1?sub... 🎙 Listen to My Podcast: / kensnearestneighborspodcast 🕸 Check out My Website - https://kennethjee.com/ ✍️Sign up for My Newsletter - https://www.kennethjee.com/newsletter 📚 Books and Products I use - https://www.amazon.com/shop/kenjee (affiliate link) Partners & Affiliates 🌟 365 Data Science - Courses ( 57% Annual Discount): https://365datascience.pxf.io/P0jbBY 🌟 Interview Query - https://www.interviewquery.com/?ref=k... MORE DATA SCIENCE CONTENT HERE: 🐤My Twitter - / kenjee_ds 👔 LinkedIn - / kenjee 📈 Kaggle - https://www.kaggle.com/kenjee 📑 Medium Articles - / kenneth.b.jee 💻 Github - https://github.com/PlayingNumbers 🏀 My Sports Blog -https://www.playingnumbers.com Check These Videos Out Next! My Leaderboard Project: • I Built the FIRST EVER YouTube Subscriber ... 66 Days of Data: • What is the #66DaysOfData? How I Would Learn Data Science in 2021: • How I Would Learn Data Science in 2021 (Wh... My Playlists Data Science Beginners: • Data Science Beginners Project From Scratch: • Data Science Project from Scratch - Part 1... Kaggle Projects: • Kaggle Projects
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