100-days-of-deep-learning
This Repository will contain all the necessary resource, scripts and notebooks implemented/used in 100 Days of Deep Learning Challenge.
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Day 0 Blog - https://medium.com/@jwalapuramnarasimha/getting-started-with-100-days-of-deep-learning-e92b98c6b959
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Day 1 - Approaching Data-centric AI using fastai
Blog - https://medium.com/@jwalapuramnarasimha/approaching-data-centric-ai-using-fast-ai-6099c3d3e0e1 -
Day 2 - Image classification using Fastai
Blog - https://www.analyticsvidhya.com/blog/2021/06/end-to-end-computer-vision-application-with-fastai -
Day 3 - Multi-Label Image Classification using Fastai
Blog - https://medium.com/mlearning-ai/approaching-multi-label-image-classification-using-fastai-515a4fd52c8c -
Day 4 - Image Regression - Keypoint detection model
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Day 5 - Training an unknown-label detecting image classifier
Blog - https://medium.com/mlearning-ai/heres-how-you-should-train-an-intelligent-classifier-model-be705c001fb2 -
Day 6 - Exploring techniques to tran state-of-the-art computer vision model
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Day 7 - Using Timm library with Fastai
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Day 8 - Fundamentals of Tensorflow: Basic Tensor operations
Blog - https://www.analyticsvidhya.com/blog/2022/01/brief-introduction-to-tensorflow-for-deep-learning/ -
Day 9 - Introduction to HuggingFace Transformers
Blog - https://www.analyticsvidhya.com/blog/2021/09/a-deep-dive-into-transformers-library/ -
Day 10 - Pretraining HuggingFace models using PyTorch
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Day 11 - Neural network Regression using tensorflow
Blog - https://www.analyticsvidhya.com/blog/2022/02/approaching-regression-with-neural-networks-using-tensorflow/