Courses, tutorials and books that facilitate bioinformatics.
Mathematics courses
1 - Linear algebra
- MIT: https://www.youtube.com/watch?v=QVKj3LADCnA&list=PL49CF3715CB9EF31D
- Khan academy: https://www.youtube.com/watch?v=xyAuNHPsq-g&list=PLFD0EB975BA0CC1E0
- Coursera: Matrix Algebra for Engineers (https://www.coursera.org/learn/matrix-algebra-engineers)
2 - Probability
- MIT: https://www.youtube.com/watch?v=j9WZyLZCBzs&list=PLUl4u3cNGP61MdtwGTqZA0MreSaDybji8
- Khan academy: https://www.youtube.com/watch?v=uzkc-qNVoOk&list=PLC58778F28211FA19
- Coursera: An Intuitive Introduction to Probability (https://www.coursera.org/learn/introductiontoprobability)
3 - Statistics
- MIT: https://www.youtube.com/watch?v=VPZD_aij8H0&list=PLUl4u3cNGP60uVBMaoNERc6knT_MgPKS0
- Khan academy: https://www.youtube.com/watch?v=uhxtUt_-GyM&list=PL1328115D3D8A2566
- Coursera: Basic Statistics (https://www.coursera.org/learn/basic-statistics)
- Tutorial: https://sphweb.bumc.bu.edu/otlt/MPH-Modules/BS/R/R-Manual/index.html Recommended
4 - Machine learning
- MIT: https://www.youtube.com/watch?v=_PwhiWxHK8o&list=PLnvKubj2-I2LhIibS8TOGC42xsD3-liux
- Stanford: https://www.youtube.com/watch?v=PPLop4L2eGk&list=PLLssT5z_DsK-h9vYZkQkYNWcItqhlRJLN Important
Biology courses
1 - Beginners
- Introduction to genetics: https://www.youtube.com/watch?v=w0ulFIw386w&list=PLmVYuxv4mIil1yNrudAoGL1Ilqd2rkAjI
- Epigenetic control of gene expression: https://www.coursera.org/learn/epigenetics
- Coursera: Genomics (https://www.coursera.org/learn/genomics-research)
- Genomics and proteomics: https://www.youtube.com/watch?v=HzyUmfc8xCk
- Futurelearn
- Bacterial genome from DNA to protein (https://www.futurelearn.com/courses/bacterial-genomes-bioinformatics)
- Metabolomics (https://www.futurelearn.com/courses/metabolomics)
2 - Advanced
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Introduction to systems biology: https://www.coursera.org/learn/systems-biology
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Systems biology and biotechnology: https://www.coursera.org/specializations/systems-biology
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Big data, genes and medicine: https://www.coursera.org/learn/data-genes-medicine
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Introduction to the biology of cancer: https://www.coursera.org/learn/cancer
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Understanding cancer metastasis: https://www.coursera.org/learn/cancer-metastasis
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From disease to gene and back: https://www.coursera.org/learn/disease-genes
Bioinformatics courses, tutorials and books
- Statistics for genomics data science: https://www.coursera.org/learn/statistical-genomics
- Genomics data science: https://www.coursera.org/specializations/genomic-data-science
- Biology meets programming for beginners: https://www.coursera.org/learn/bioinformatics
- Molecular evolution: https://www.coursera.org/learn/molecular-evolution
- Whole bacterial genome sequencing: https://www.coursera.org/learn/wgs-bacteria
- Genome assembly challenges: https://www.coursera.org/learn/assembling-genomes
- Bioconductor for genomics data science: https://www.coursera.org/learn/bioconductor
- Statistical data visualization using seaborn: https://www.coursera.org/projects/statistical-data-visualization-seaborn
- Data visualization capstone: https://www.coursera.org/learn/data-visualization-capstone
- Clinical data science: https://www.coursera.org/specializations/clinical-data-science
- Essential bioinformatics: http://www.aun.edu.eg/molecular_biology/Procedure%20Bioinformatics22.23-4-2015/Xiong%20-%20Essential%20Bioinformatics%20send%20by%20Amira.pdf Recommended
NOTE: Some courses from coursera will requrire financial aid, use Coursera-answers.txt and replace required fields