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Single Cell Genomics - Lecture 10 - Deep Learning in Life Sciences (Spring 2021)
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Deep Learning in Life Sciences - Spring 2021
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- 1 Deep Learning in Life Sciences - Lecture 01 - Course Intro, AI, ML (Spring 2021)
- 2 Machine Learning Foundations - Deep Learning in Life Sciences Lecture 02 (Spring 2021)
- 3 CNNs Convolutional Neural Networks - Deep Learning in Life Sciences - Lecture 03 (Spring 2021)
- 4 Recurrent Neural Networks RNNs, Graph Neural Networks GNNs, Long Short Term Memory LSTMs
- 5 Interpretable Deep Learning - Deep Learning in Life Sciences - Lecture 05 (Spring 2021)
- 6 Generative Models, Adversarial Networks GANs, Variational Autoencoders VAEs, Representation Learning
- 7 Regulatory Genomics - Deep Learning in Life Sciences - Lecture 07 (Spring 2021)
- 8 Deep Learning for Regulatory Genomics - Regulator binding, Transcription Factors TFs
- 9 Gene Expression Prediction - Lecture 09 - Deep Learning in Life Sciences (Spring 2021)
- 10 Single Cell Genomics - Lecture 10 - Deep Learning in Life Sciences (Spring 2021)
- 11 Dimensionality Reduction - Lecture 11 - Deep Learning in Life Sciences (Spring 2021)
- 12 Disease Circuitry Dissection GWAS - Lecture 12 - Deep Learning in Life Science (Spring 2021)
- 13 GWAS mechanism - Lecture 13 - Deep Learning in Life Sciences (Spring 2021)
- 14 Systems Genetics - Lecture 14 - Deep Learning in Life Sciences (Spring 2021)
- 15 Graph Neural Networks - Lecture 15 - Learning in Life Sciences (Spring 2021)
- 16 AI for Drug Design - Lecture 16 - Deep Learning in the Life Sciences (Spring 2021)
- 17 Deep Learning for Protein Folding - Lecture 17 - MIT Deep Learning in Life Sciences (Spring 2021)
- 18 Machine Learning for Pathology - Lecture 19 - MIT Deep Learning in the Life Sciences (Spring 2021)
- 19 Deep Learning for Cell Imaging Segmentation - Lecture 20 - MIT ML in Life Sciences (Spring 2021)
- 20 Deep Learning Image Registration and Analysis - Lecture 21 - MIT ML in Life Sciences (Spring 2021)
- 21 Electronic health records - Lecture 22 - Deep Learning in Life Sciences (Spring 2021)
- 22 Deep Learning and Neuroscience - Lecture 23 - Deep Learning in Life Sciences (Spring 2021)
