FreeCourseWeb com Udemy Machine Learning in Bioinformatics From Theory to Practical

FreeCourseWeb com Udemy Machine Learning in Bioinformatics From Theory to Practical

Name	[ FreeCourseWeb.com ] Udemy - Machine Learning in Bioinformatics - From Theory to Practical	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	2.4 GB
Total Files	78
Last Seen	2025-07-19 00:26
Hash	5B5FFD02FD4C27E5052A2EE48C96537CAEAE0FF3

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Get Bonus Downloads Here.url	0.2 KB
/1 - Introduction/
1 -Introduction to Machine Learning.mp4	92.1 MB
2 -Setting up Environment for ML workflowsCode.mp4	66.9 MB
/.../10 - Final Projects/
1 -Capstone Projects.mp4	44.7 MB
1 -Capstone Projects.pptx	97.6 KB
/.../2 - Preparing Biological Data for Machine Learning/
1 -Data cleaning, preprocessing, and feature engineering.mp4	76.9 MB
2 -Data Preprocessing Techniques.mp4	175.2 MB
2 -DataPreprocessing.ipynb	636.3 KB
3 -03_DataVisualization.ipynb	285.0 KB
3 -Data visualizations using python.mp4	142.9 MB
/.../3 - Supervised Machine Learning/
1 -Introduction to Supervised Machine Learning.mp4	85.3 MB
10 -Case Study PPI network models.mp4	68.0 MB
10 -PPI Network.py	4.5 KB
10 -networks.csv	0.2 KB
2 -04_SimpleLinearRegression.ipynb	56.0 KB
2 -Simple Linear Regression.mp4	88.5 MB
2 -headbrain.csv	3.6 KB
3 -09_Logistic_Regression.ipynb	33.3 KB
3 -Logistic Regression.mp4	55.3 MB
3 -titanic.csv	108.3 KB
4 -10_K_Nearest_Neighbors.ipynb	40.8 KB
4 -KNN Classifier.mp4	46.7 MB
4 -credit_data.csv	153.1 KB
5 -11_SupportVectorMachine.ipynb	27.8 KB
5 -SVM.mp4	47.1 MB
6 -12_Naive_Bayes.ipynb	18.9 KB
6 -Naive bayes classifier.mp4	29.4 MB
6 -credit_data.csv	153.1 KB
7 -13_Decision_Tree_Classifier.ipynb	2.0 MB
7 -Decision trees.mp4	48.2 MB
7 -pima-indians-diabetes.csv	24.0 KB
8 -14_Random_Forest_Classification.ipynb	863.6 KB
8 -Random Forest Classifier.mp4	105.9 MB
8 -mushrooms.csv	382.1 KB
9 -Case Study Cancer Classifier.mp4	57.0 MB
9 -cancer-classsifier.py	2.6 KB
9 -expression_file.csv	0.5 KB
/4 - Unsupervised Learning/
1 -Introduction to unsupervised learning.mp4	111.9 MB
2 -Dimensionality Reduction in Bioinformatics.mp4	47.1 MB
2 -Dimensionality Reduction in Bioinformatics.py	1.4 KB
3 -15_K_Means_Clustering.ipynb	19.6 KB
3 -K-means Clustering.mp4	63.2 MB
3 -Quotes.csv	1.8 KB
4 -16_DBSCAN_Clustering.ipynb	105.6 KB
4 -DBSCAN.mp4	58.2 MB
5 -17_Hierarchical_Clustering.ipynb	27.1 KB
5 -Hierarchical Clustering.mp4	49.1 MB
6 -Case Study Single Cell analysis.mp4	124.7 MB
6 -immune-cells.csv	0.3 KB
6 -single cell using scanpy.single-cell-using-scanpy	1.2 MB
/.../5 - Advance Machine Learning/
1 -Introduction and explanation of advance machine learning models.mp4	54.6 MB
2 -Case Study predicting DNA mutations using RNN.mp4	57.7 MB
2 -Predicting-Dna-mutations-using-RNN.py	3.0 KB
2 -data.csv	0.2 KB
/.../6 - Practical Application of ML/
1 -Genomics Practical Application of ML.mp4	57.4 MB
1 -V-C Model.py	1.4 KB
2 -ML in Proteomics.mp4	78.6 MB
2 -aligned_sequences.fasta	0.8 KB
2 -protein_sequences.fasta	0.8 KB
2 -protein_tree.newick	0.1 KB
2 -proteomics.py	5.6 KB
3 -ML in Drug discovery.mp4	56.2 MB
3 -QSAR-model.py	6.0 KB
3 -drug_target_data.csv	0.2 KB
4 -ML in Metagenomics.mp4	32.5 MB
4 -file.py	2.5 KB
5 -Summary of ML Applications.mp4	10.4 MB
/.../7 - Evaluating and Optimizing Machine Learning Models/
1 -Evaluation and Optimization of Machine Learning Models in Bioinformatics.mp4	51.4 MB
2 -Case Study Breast Cancer Prediction with poor and enhanced recall.mp4	50.4 MB
2 -case-study.py	4.9 KB
/.../8 - Data Integration and Multi-Omics in Machine Learning/
1 -Data Integration and Multi-Omics in Machine Learning for Bioinformatics.mp4	68.6 MB
2 -Case Study Multi-Omics in Cancer Research.mp4	50.1 MB
2 -multi-omics-model.py	2.9 KB
/.../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	91.0 MB
1 -PRS-model.py	4.2 KB
2 -Challenges in ML and Case Study of AI in COVID-19 Drug Discovery.mp4	67.5 MB
2 -Drug-discovery-model.py	2.1 KB
/~Get Your Files Here !/
Bonus Resources.txt	0.1 KB
Total files 78