[ FreeCourseWeb Com ] Udemy - Machine Learning in Bioinformatics - From Theory to Practical
File List
| File | Size |
|---|---|
| Get Bonus Downloads Here.url | 183 B |
| ~Get Your Files Here !/1 - Introduction/1 -Introduction to Machine Learning.mp4 | 87.87 MB |
| ~Get Your Files Here !/1 - Introduction/2 -Setting up Environment for ML workflowsCode.mp4 | 63.76 MB |
| ~Get Your Files Here !/10 - Final Projects/1 -Capstone Projects.mp4 | 42.63 MB |
| ~Get Your Files Here !/10 - Final Projects/1 -Capstone Projects.pptx | 95.32 KB |
| ~Get Your Files Here !/2 - Preparing Biological Data for Machine Learning/1 -Data cleaning, preprocessing, and feature engineering.mp4 | 73.31 MB |
| ~Get Your Files Here !/2 - Preparing Biological Data for Machine Learning/2 -Data Preprocessing Techniques.mp4 | 167.1 MB |
| ~Get Your Files Here !/2 - Preparing Biological Data for Machine Learning/2 -DataPreprocessing.ipynb | 621.38 KB |
| ~Get Your Files Here !/2 - Preparing Biological Data for Machine Learning/3 -03_DataVisualization.ipynb | 278.31 KB |
| ~Get Your Files Here !/2 - Preparing Biological Data for Machine Learning/3 -Data visualizations using python.mp4 | 136.24 MB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/1 -Introduction to Supervised Machine Learning.mp4 | 81.34 MB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/10 -Case Study PPI network models.mp4 | 64.87 MB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/10 -PPI Network.py | 4.41 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/10 -networks.csv | 155 B |
| ~Get Your Files Here !/3 - Supervised Machine Learning/2 -04_SimpleLinearRegression.ipynb | 54.71 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/2 -Simple Linear Regression.mp4 | 84.39 MB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/2 -headbrain.csv | 3.52 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/3 -09_Logistic_Regression.ipynb | 32.48 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/3 -Logistic Regression.mp4 | 52.7 MB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/3 -titanic.csv | 105.75 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/4 -10_K_Nearest_Neighbors.ipynb | 39.83 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/4 -KNN Classifier.mp4 | 44.53 MB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/4 -credit_data.csv | 149.55 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/5 -11_SupportVectorMachine.ipynb | 27.11 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/5 -SVM.mp4 | 44.96 MB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/6 -12_Naive_Bayes.ipynb | 18.41 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/6 -Naive bayes classifier.mp4 | 28.06 MB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/6 -credit_data.csv | 149.55 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/7 -13_Decision_Tree_Classifier.ipynb | 1.9 MB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/7 -Decision trees.mp4 | 45.96 MB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/7 -pima-indians-diabetes.csv | 23.48 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/8 -14_Random_Forest_Classification.ipynb | 843.31 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/8 -Random Forest Classifier.mp4 | 100.98 MB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/8 -mushrooms.csv | 373.17 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/9 -Case Study Cancer Classifier.mp4 | 54.36 MB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/9 -cancer-classsifier.py | 2.53 KB |
| ~Get Your Files Here !/3 - Supervised Machine Learning/9 -expression_file.csv | 487 B |
| ~Get Your Files Here !/4 - Unsupervised Learning/1 -Introduction to unsupervised learning.mp4 | 106.74 MB |
| ~Get Your Files Here !/4 - Unsupervised Learning/2 -Dimensionality Reduction in Bioinformatics.mp4 | 44.9 MB |
| ~Get Your Files Here !/4 - Unsupervised Learning/2 -Dimensionality Reduction in Bioinformatics.py | 1.33 KB |
| ~Get Your Files Here !/4 - Unsupervised Learning/3 -15_K_Means_Clustering.ipynb | 19.14 KB |
| ~Get Your Files Here !/4 - Unsupervised Learning/3 -K-means Clustering.mp4 | 60.27 MB |
| ~Get Your Files Here !/4 - Unsupervised Learning/3 -Quotes.csv | 1.76 KB |
| ~Get Your Files Here !/4 - Unsupervised Learning/4 -16_DBSCAN_Clustering.ipynb | 103.08 KB |
| ~Get Your Files Here !/4 - Unsupervised Learning/4 -DBSCAN.mp4 | 55.5 MB |
| ~Get Your Files Here !/4 - Unsupervised Learning/5 -17_Hierarchical_Clustering.ipynb | 26.42 KB |
| ~Get Your Files Here !/4 - Unsupervised Learning/5 -Hierarchical Clustering.mp4 | 46.84 MB |
| ~Get Your Files Here !/4 - Unsupervised Learning/6 -Case Study Single Cell analysis.mp4 | 118.92 MB |
| ~Get Your Files Here !/4 - Unsupervised Learning/6 -immune-cells.csv | 338 B |
| ~Get Your Files Here !/4 - Unsupervised Learning/6 -single cell using scanpy.single-cell-using-scanpy | 1.13 MB |
| ~Get Your Files Here !/5 - Advance Machine Learning/1 -Introduction and explanation of advance machine learning models.mp4 | 52.03 MB |
| ~Get Your Files Here !/5 - Advance Machine Learning/2 -Case Study predicting DNA mutations using RNN.mp4 | 55.06 MB |
| ~Get Your Files Here !/5 - Advance Machine Learning/2 -Predicting-Dna-mutations-using-RNN.py | 2.96 KB |
| ~Get Your Files Here !/5 - Advance Machine Learning/2 -data.csv | 249 B |
| ~Get Your Files Here !/6 - Practical Application of ML/1 -Genomics Practical Application of ML.mp4 | 54.75 MB |
| ~Get Your Files Here !/6 - Practical Application of ML/1 -V-C Model.py | 1.38 KB |
| ~Get Your Files Here !/6 - Practical Application of ML/2 -ML in Proteomics.mp4 | 74.93 MB |
| ~Get Your Files Here !/6 - Practical Application of ML/2 -aligned_sequences.fasta | 841 B |
| ~Get Your Files Here !/6 - Practical Application of ML/2 -protein_sequences.fasta | 839 B |
| ~Get Your Files Here !/6 - Practical Application of ML/2 -protein_tree.newick | 70 B |
| ~Get Your Files Here !/6 - Practical Application of ML/2 -proteomics.py | 5.5 KB |
| ~Get Your Files Here !/6 - Practical Application of ML/3 -ML in Drug discovery.mp4 | 53.56 MB |
| ~Get Your Files Here !/6 - Practical Application of ML/3 -QSAR-model.py | 5.85 KB |
| ~Get Your Files Here !/6 - Practical Application of ML/3 -drug_target_data.csv | 184 B |
| ~Get Your Files Here !/6 - Practical Application of ML/4 -ML in Metagenomics.mp4 | 31.02 MB |
| ~Get Your Files Here !/6 - Practical Application of ML/4 -file.py | 2.44 KB |
| ~Get Your Files Here !/6 - Practical Application of ML/5 -Summary of ML Applications.mp4 | 9.95 MB |
| ~Get Your Files Here !/7 - Evaluating and Optimizing Machine Learning Models/1 -Evaluation and Optimization of Machine Learning Models in Bioinformatics.mp4 | 49.04 MB |
| ~Get Your Files Here !/7 - Evaluating and Optimizing Machine Learning Models/2 -Case Study Breast Cancer Prediction with poor and enhanced recall.mp4 | 48.02 MB |
| ~Get Your Files Here !/7 - Evaluating and Optimizing Machine Learning Models/2 -case-study.py | 4.81 KB |
| ~Get Your Files Here !/8 - Data Integration and Multi-Omics in Machine Learning/1 -Data Integration and Multi-Omics in Machine Learning for Bioinformatics.mp4 | 65.38 MB |
| ~Get Your Files Here !/8 - Data Integration and Multi-Omics in Machine Learning/2 -Case Study Multi-Omics in Cancer Research.mp4 | 47.78 MB |
| ~Get Your Files Here !/8 - Data Integration and Multi-Omics in Machine Learning/2 -multi-omics-model.py | 2.83 KB |
| ~Get Your Files Here !/9 - Ethical and Practical Considerations in Machine Learning for Bioinformatics/1 -Bias and Fairness in ML Models and Case study of Polygenic Risk Scores.mp4 | 86.75 MB |
| ~Get Your Files Here !/9 - Ethical and Practical Considerations in Machine Learning for Bioinformatics/1 -PRS-model.py | 4.06 KB |
| ~Get Your Files Here !/9 - Ethical and Practical Considerations in Machine Learning for Bioinformatics/2 -Challenges in ML and Case Study of AI in COVID-19 Drug Discovery.mp4 | 64.35 MB |
| ~Get Your Files Here !/9 - Ethical and Practical Considerations in Machine Learning for Bioinformatics/2 -Drug-discovery-model.py | 2.09 KB |
| ~Get Your Files Here !/Bonus Resources.txt | 70 B |
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