[ FreeCourseWeb.com ] Udemy - Machine Learning in Bioinformatics - From Theory to Practical

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  • 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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