I post my assignments and learning based on the following sessions in this repo.
ML Summer School is running from 25th July to 26th September 2025.
The notebooks and slides are collected from John Krohn's notebooks and youtube playlist.
Session 1: Linear Algebra, Vector, Norm, Dot product
Date: 25 July, 2025
Session 2: Identity Matrix, Determinant, Eigenvalue, Eigenvector
Date: 1 August, 2025
Session 3: SVD, Moore-Penrose Pseudo Inverse, Trace Operator, PCA
Date: 8 August, 2025
Session 4: Data Pre-processing
Date: 15 August, 2025
Session 5: ML Algorithms
Date: 22 August, 2025
Session 6: ML Algorithms
Date: 29 August, 2025
Session 7: ML Algorithms
Date: 5 September, 2025
Session 8: NLP, LLM
Date: 12 September, 2025
Session 9: NLP, LLM
Date: 19 September, 2025
Session 10: Projects in Cloud (AWS, Google)
Date: 26 September, 2025
August 8: AcademiaTalks: Recent ML Trends Shaping Harvard & US Research by Raima Islam (ML Researcher, Harvard University)
August 15: Human Language is the New UI. How this is possible? by Bill Wilder (MVP, Microsoft AI)
August 22: All about AI Agents by Aye Hninn Khine (Google Developer Expert in ML)
September 5: Strands Agents by Vivek Raja (Amazon Web Services Hero in ML)
September 12: Intro to GenAI processors BY Victor Ashioya (Google Developer Expert in ML)
September 18: Azure AI Session by Dashna Shah (Microsoft Azure AI MVP)
September 26: Azure AI Session by Annie Talvasto (Microsoft Azure AI MVP)