# DSG Resources ### Pre-requisites - [Setup Workspace](https://hackmd.io/@AWZG7OzoR4OVLg1wuLxT-A/S1K1PEdN9#Git-Setup-and-Guides) - [Pre-requisite Mathematics](https://hackmd.io/@Manas/By8fQ51D5) ### Machine Learning - [ML-0: Basics of Machine Learning](https://hackmd.io/@uYO8XeBuSi60Rkuc17FRJQ/BJIzZWI_9) - [ML-1: Linear, Logistic Regression, KNN](https://hackmd.io/@5dTMm4ueRg-PGCCKGR7oxw/divyansh) - [ML-2: Decision Trees, SVM](https://hackmd.io/@5dTMm4ueRg-PGCCKGR7oxw/ML-2) - [Kernalisation](https://hackmd.io/@5dTMm4ueRg-PGCCKGR7oxw/B1Suq6yY5) - [ML-3: Bagging, Boosting](https://hackmd.io/ra1VlZbLRaauH9Cj5ibo0A) - [ML-4: Unsupervised Learning](https://hackmd.io/LyHrGj2ESv-CknVWyY-yhw) ### Exploratory Data Analysis (EDA) - [EDA-1: Missing Values, Categorical Data](https://hackmd.io/1ruiZhSkT3S0dfgiMMBiKg?view) - [EDA-2: Resampling Methods, Regularisation, Metrics](https://hackmd.io/@5dTMm4ueRg-PGCCKGR7oxw/H1pe8Oxxo) - [EDA-3: Data Augmentation, GRADCAM, SQL, Text Pre-Processing, OS, Time Series Analysis](https://hackmd.io/@5dTMm4ueRg-PGCCKGR7oxw/r1iV6-0C5) - [EDA-4: Dimensionality Reduction](https://hackmd.io/@5dTMm4ueRg-PGCCKGR7oxw/ry-PVnJyo/edit) ### Deep Learning - [DL-1: Deep Learning Basics](https://hackmd.io/@XOLrueXmRpmr6djg6SVh4A/S1RYb7oi5) - [DL-2: Deep Learning Basics-II](https://hackmd.io/sV0_A9RMQK2EBplvYuKvgg) ### Computer Vision - [CV-1: Introduction to Computer Vision and Basics of CNNs](https://hackmd.io/@xypherhead/rk_tmhQTq) - [Advanced Computer Vision](https://hackmd.io/@5dTMm4ueRg-PGCCKGR7oxw/SJJBv7iyo) ### Reinforcement Learning: - [RL Resources](https://hackmd.io/@tushdon/BJ37vyBgj) ### Interview Resources - [Interview Resources](https://hackmd.io/krARx_ekSUaq2Pp5kyHXlA?view)