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Core Skills
22 Lessons-
StartSession -1 (introduction to linux)
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StartSession 2
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StartSession 3
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Startsession 4
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StartSession 5
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StartSession 5
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StartSession 6
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StartSession 7
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StartSession 8
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Startsession 9
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StartSession 10
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StartSession 11
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StartSession 12
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StartSession 13
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StartSession14
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StartSession 15
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StartSession 16
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StartSession 17
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StartSession 18 _part 1
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StartSession 18 part 2
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StartSession 19
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StartSession 20
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This course is not open for enrollment
AI and Machine Learning for Drug Discovery - 2025
By decode Life
Course Summary
Date | Topics |
29 March, 2025 | Introduction to Linux Environment |
30 March, 2025 | Advanced Linux commands |
31 March, 2025 | Overview of Drug Discovery & Development ;Structure & Ligand Based Drug Discovery |
1 April, 2025 | Basics of Programming-1 (Python ) |
2 April, 2025 | Basics of Programming-1 (Python ) |
3 April, 2025 | Basics of Programming-1 (Python ) |
4 April, 2025 | OFF |
5 April, 2025 | Introduction to QSAR and Machine Learning |
6 April, 2025 | Calculating molecular descriptors, Feature Selection and Preprocessing, |
7 April, 2025 | Building QSAR models : Linear regression models Decision trees and random forests Implementing basic QSAR model |
8 April, 2025 | Building QSAR Models (Part 2) Support Vector Machines (SVM) Artificial Neural Networks (ANN) Implementing advanced QSAR models |
9 April, 2025 | Model Validation and Optimization Cross-validation techniques Hyperparameter tuning Validating and optimizing QSAR models |
10 April, 2025 | Interpretation and Application Interpreting QSAR models Applying models to new compounds End-to-end QSAR analysis |
11 April, 2025 | OFF |
12 April, 2025 | Analysis/Visualization Software : Pymol |
13 April, 2025 | Molecular Docking Tools : Autodock4, Vina |
14 April, 2025 | Molecular Dynamics : Gromacs |
15 April, 2025 | Molecular Dynamics : Gromacs |
16 April, 2025 | Molecular Dynamics : Gromacs |
17 April, 2025 | OFF |
18 April, 2025 | Introduction to DeepPurpose Library : Environment Preparation Setting up DeepPurpose environment Basic concepts of deep learning for drug discovery |
19 April, 2025 | OFF |
20 April, 2025 | OFF |
21 April, 2025 | Data Preparation Preparing datasets for DeepPurpose Data preprocessing for drug-target interaction prediction |
22 April, 2025 | Drug-Target Interaction (DTI) Prediction Introduction to DTI prediction models Implementing basic DTI models Running a DTI prediction task |
Course Curriculum
Decode Life
Decode life is a group of enthusiastic researchers, who are aimed to (de)code the life sciences. Our goal is to create a self sustained system through cross learning and joining hands together to address the problems that matter the most. With the availability of large data, Bioinformatics has become an integral part for almost every biomedical lab. We wanted to fill in the niche and train the next generation of data scientists.
