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AI ML in Drug Discovery Training Program - 14 Days & 3 Months (With Project & Paper Publication Assistance)
Introduction
Introduction to Drug Discovery and its Challenges
Overview of Artificial Intelligence (AI) and Machine Learning (ML) in Drug Discovery
Importance of AI and ML in Drug Discovery Research and Development
Session Schedule
Recorded Sessions of AI & ML in Drug Discovery Training 14 Days
Day 1 : Introduction to Drug Discovery, Overview of drug development phases. Importance of target identification and validation (68:05)
Day 2: Introduction to AI/ML in Drug Discovery, Basic concepts of artificial intelligence and machine learning. Overview of how AI/ML is transforming drug discovery (57:21)
Day 3 : Biology and Chemistry Basics for AI/ML, Brief review of molecular biology and biochemistry concepts. Key biological and chemical terms relevant to drug discovery. (55:04)
Day 4: Supervised Learning in Drug Discovery, Overview of supervised learning algorithms. (62:34)
Day 5 : Deep Learning in Drug Discovery, Introduction to neural networks. Applications of deep learning in drug discovery. (57:36)
Day 6 : Cheminformatics, Overview of chemical informatics tools. Molecular docking and virtual screening. (62:17)
Day 7: Bioinformatics Drug Database and its relevance. Structural bioinformatics tools. (59:22)
Day 8 : Explore Python coding for drug discovery (57:14)
Day 9: Explore Python coding for drug discovery (47:07)
Day 10: Real-world Case Studies and Practical Applications (62:22)
Day 11: Analyzing successful AI/ML applications in drug discovery. Challenges and limitations in implementation. (70:42)
Day 12: Practical Sessions using GitHub repository Hands-on exercises using relevant tools and datasets. (58:11)
Day 13 :Group projects focusing on specific drug discovery problems. (50:07)
Day 14: Group projects focusing on specific drug discovery problems. (59:18)
Test Link
7th March 2024 (57:12)
12th march 2024 (54:36)
14th March 2024 (54:05)
19th March 2024 (49:11)
21st march 2024 (56:06)
26th March 2024 (50:40)
28th March 2024 (36:51)
02nd April 2024 (36:36)
4th April 2024 (49:10)
09th April 2024 (44:48)
11th April 2024 (75:38)
12th April 2024 (57:06)
15th April 2024 (57:30)
16th April 2024 (60:00)
17th April 2024 (61:13)
18th April 2024 (59:25)
19th April 2024 (91:01)
22th April 2024 (58:14)
23rd April 2024 (76:33)
24th April 2024 (56:16)
25th April 2024 (43:22)
26th April 2024 (37:08)
29th April 2024 (53:19)
30th April 2024 (37:24)
Day 4: Supervised Learning in Drug Discovery, Overview of supervised learning algorithms.
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