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Thursday, May 27, 2021
Machine Learning | Dr Jain Classes | L3 Linear Predictors | Handwritten notes tutorial | B/M TECH
Welcome to Dr Jain Classes for CSE. This is L3 Linear Predictors for the Machine Learning Series. Covered topics: 1. Linear Predictors 2. Notation for ML predictors 3. Terminologies 4. Hypothesis class 5. Scaling 6. Binary Classification 7. Separable and Non Separable cases 8. Top view of Linear and Logistic regression Please like, share, and subscribe to download the pdf file. ML Playlist: https://www.youtube.com/playlist?list=PLyn-p9dKO9gIQf9TkwP99yHGIk7YeAc0L BTech CSE Notes, Syllabus and GATE Notes Playlist - https://www.youtube.com/playlist?list=PLyn-p9dKO9gLh4EqBkM-86-Aout3llxoz pdf file for this lecture: https://drive.google.com/file/d/1frexkfhKt6i2r4jSRh5rLVfFmhORZTfy/view?usp=sharing Channel Description: Hi Students, here I will share my lecture videos in advanced concepts in Computer Science and Engineering. Please subscribe to my channel, share my videos, and like them. You can ask me to my email ID if you want any kind of support related to concepts, tutorials, learning in CSE. I help students with: 1. Providing handwritten notes for CSE Subjects (AI, ML, DL, Graph Theory Applications, Discrete Maths, Cryptography, Operating Systems, Data Structures using C, Algorithms, DCN, Theory of Computation, Digital Logic, and Databases ) 2. Providing Counseling for GATE CSE. 3. IIT Ph.D. and MTech Interview preparation 4. SOP and SOR preparation. 5. Abroad Collabs for universities. 6. Handwritten notes, Slides and PPTs, course design, Academic consultancy 7. Btech & Mtech projects in machine learning, computer vision, and Deep Learning using google colab and many other related problems in academia. Feel free to email me. Tags: Machine learning, Artificial Intelligence, ML notes, AI notes, handwritten notes, last-minute exam guide, Machine Learning tutorial, beginner to advanced machine learning, gate cse, dr jain classes, linear regression, logistic regression, gradient descent, SGD, risk minimization, SVM, support vector machines, kernel trick, kernels, decision trees, random forest, neural networks, perception algorithm, backpropagation, model selection and validation, k fold cross-validation, training, testing, validation dataset, Unsupervised machine learning, supervised machine learning, nearest neighbor, KNN, k means clustering, clustering, PCA, dimensionality reduction, Bayes, Generative models, MLE, LDA, Maximum likelihood estimator, linear discriminant analysis, DNN, CNN, RNN, No free lunch theorem in machine learning, VC dimensions, PAC learning, APAC learning, bias-variance tradeoff
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