Classroom: LeConte 206
| Date | Weekly topic |
Homework |
Code |
Reading
|
| Week 1 Jan 12 |
Syllabus Lecture 1: Introduction to Genomic Data Getting Started with Jupyter Notebook and JupyterLab R Markdown (Chapter 20.2 in Rafa) |
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Google Colab Coupon Link for Requesting HPC account (Choose Research Computing Account creation) |
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| Week 2 Jan 19 |
Jan 19: No Class Python Basic 1 Data Types NumPy |
Python Basic 1 Notebook1 Python Basic 2 Notebook2 |
Python Data Science Handbook Chap 2 |
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| Week 3 Jan 26 |
Plots in Python Python Functions If and Loops Modules and Packages |
Python Basic 3 Notebook3 Python Basic 4 Notebook4 |
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| Week 4 Feb 2 |
Data Manipulation with Pandas Visualization with Matplotlib |
Python Data Science Handbook Chap 3 & 4 |
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| Week 5 Feb 9 |
BioPython Tutorial Machine Learning Part I |
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| Week 6 Feb 16 |
Machine Learning Part II |
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| Week 7 Feb 23 |
DNA Convolutional Neuron Networks and Applications in Regulatory Genomics: DeepBind DNA Methlyation: DeepCGC |
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| Week 8 March 2 |
Gene Expression, Splicing and Coexpression ResNet CNN for Gene Coexpression (CNNC) in Single-Cell Data |
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Week 9 March 9 |
Spring
Break: No Classes |
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| Week 10 March 16 |
Single-Cell RNA-seq |
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| Week 11 March 23 |
Single-Cell RNA-seq with Autoencoder MMD-ResNet DCA Proust |
HPC tutorial Linux Commands Linux File Transfer |
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| Week 12 March 30 |
Deep Generative Models for Single-Cell Transcriptomics |
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| Week 13 April 6 |
Spatial Transcriptomics SuperST |
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| Week 14 April 13 |
Drug Discovery Graphical Neural Networks |
t |
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| Week 15 April 20 |
Student Presentation |
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| Week 16 April 27 |
Student Presentation |
Final
Project Due Monday May 4 before 5PM |