Machine Learning with Python

sentdex
72 videos
815,487 views
Last updated on Mar 22, 2017

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			Practical Machine Learning Tutorial with Python Intro p.1 by sentdex			5:55
			Regression Intro - Practical Machine Learning Tutorial with Python p.2 by sentdex			10:58
			Regression Features and Labels - Practical Machine Learning Tutorial with Python p.3 by sentdex			10:17
			Regression Training and Testing - Practical Machine Learning Tutorial with Python p.4 by sentdex			16:26
			Regression forecasting and predicting - Practical Machine Learning Tutorial with Python p.5 by sentdex			14:28
			Pickling and Scaling - Practical Machine Learning Tutorial with Python p.6 by sentdex			6:25
			Regression How it Works - Practical Machine Learning Tutorial with Python p.7 by sentdex			7:57
			How to program the Best Fit Slope - Practical Machine Learning Tutorial with Python p.8 by sentdex			11:44
			How to program the Best Fit Line - Practical Machine Learning Tutorial with Python p.9 by sentdex			7:35
			R Squared Theory - Practical Machine Learning Tutorial with Python p.10 by sentdex			8:36
			Programming R Squared - Practical Machine Learning Tutorial with Python p.11 by sentdex			7:01
			Testing Assumptions - Practical Machine Learning Tutorial with Python p.12 by sentdex			20:33
			Classification w/ K Nearest Neighbors Intro - Practical Machine Learning Tutorial with Python p.13 by sentdex			11:11
			K Nearest Neighbors Application - Practical Machine Learning Tutorial with Python p.14 by sentdex			21:41
			Euclidean Distance - Practical Machine Learning Tutorial with Python p.15 by sentdex			6:53
			Creating Our K Nearest Neighbors Algorithm - Practical Machine Learning with Python p.16 by sentdex			9:15
			Writing our own K Nearest Neighbors in Code - Practical Machine Learning Tutorial with Python p.17 by sentdex			10:17
			Applying our K Nearest Neighbors Algorithm - Practical Machine Learning Tutorial with Python p.18 by sentdex			13:17
			Final thoughts on K Nearest Neighbors - Practical Machine Learning Tutorial with Python p.19 by sentdex			14:37
			Support Vector Machine Intro and Application - Practical Machine Learning Tutorial with Python p.20 by sentdex			8:31
			Understanding Vectors - Practical Machine Learning Tutorial with Python p.21 by sentdex			6:07
			Support Vector Assertion - Practical Machine Learning Tutorial with Python p.22 by sentdex			10:07
			Support Vector Machine Fundamentals - Practical Machine Learning Tutorial with Python p.23 by sentdex			15:35
			Support Vector Machine Optimization - Practical Machine Learning Tutorial with Python p.24 by sentdex			28:20
			Creating an SVM from scratch - Practical Machine Learning Tutorial with Python p.25 by sentdex			10:16
			SVM Training - Practical Machine Learning Tutorial with Python p.26 by sentdex			14:23
			SVM Optimization - Practical Machine Learning Tutorial with Python p.27 by sentdex			17:37
			Completing SVM from Scratch - Practical Machine Learning Tutorial with Python p.28 by sentdex			28:50
			Kernels Introduction - Practical Machine Learning Tutorial with Python p.29 by sentdex			15:22
			Why Kernels - Practical Machine Learning Tutorial with Python p.30 by sentdex			21:19
			Soft Margin SVM - Practical Machine Learning Tutorial with Python p.31 by sentdex			18:21
			Soft Margin SVM and Kernels with CVXOPT - Practical Machine Learning Tutorial with Python p.32 by sentdex			11:11
			SVM Parameters - Practical Machine Learning Tutorial with Python p.33 by sentdex			17:28
			Clustering Introduction - Practical Machine Learning Tutorial with Python p.34 by sentdex			20:15
			Handling Non-Numeric Data - Practical Machine Learning Tutorial with Python p.35 by sentdex			16:50
			K Means with Titanic Dataset - Practical Machine Learning Tutorial with Python p.36 by sentdex			17:09
			Custom K Means - Practical Machine Learning Tutorial with Python p.37 by sentdex			14:09
			K Means from Scratch - Practical Machine Learning Tutorial with Python p.38 by sentdex			14:59
			Mean Shift Intro - Practical Machine Learning Tutorial with Python p.39 by sentdex			11:42
			Mean Shift with Titanic Dataset - Practical Machine Learning Tutorial with Python p.40 by sentdex			22:48
			Mean Shift from Scratch - Practical Machine Learning Tutorial with Python p.41 by sentdex			17:27
			Mean Shift Dynamic Bandwidth - Practical Machine Learning Tutorial with Python p.42 by sentdex			29:22
			Deep Learning with Neural Networks and TensorFlow Introduction by sentdex			22:33
			Installing TensorFlow (OPTIONAL) - Deep Learning with Neural Networks and TensorFlow p2.1 by sentdex			27:46
			TensorFlow Basics - Deep Learning with Neural Networks p. 2 by sentdex			15:50
			Neural Network Model - Deep Learning with Neural Networks and TensorFlow by sentdex			32:51
			Running our Network - Deep Learning with Neural Networks and TensorFlow by sentdex			25:15
			Processing our own Data - Deep Learning with Neural Networks and TensorFlow part 5 by sentdex			13:02
			Preprocessing cont'd - Deep Learning with Neural Networks and TensorFlow part 6 by sentdex			22:49
			Training/Testing on our Data - Deep Learning with Neural Networks and TensorFlow part 7 by sentdex			12:22
			Using More Data - Deep Learning with Neural Networks and TensorFlow part 8 by sentdex			25:13
			Installing the GPU version of TensorFlow for making use of your CUDA GPU by sentdex			15:54
			Installing CPU and GPU TensorFlow on Windows by sentdex			18:16
			Recurrent Neural Networks (RNN) - Deep Learning with Neural Networks and TensorFlow 10 by sentdex			12:38
			RNN Example in Tensorflow - Deep Learning with Neural Networks 11 by sentdex			14:20
			Convolutional Neural Networks Basics - Deep Learning withTensorFlow 12 by sentdex			9:11
			Convolutional Neural Networks with TensorFlow - Deep Learning with Neural Networks 13 by sentdex			25:07
			TFLearn - Deep Learning with Neural Networks and TensorFlow p. 14 by sentdex			27:36
			Intro - Training a neural network to play a game with TensorFlow and Open AI by sentdex			12:32
			Training Data - Training a neural network to play a game with TensorFlow and Open AI p.2 by sentdex			12:07
			Training Model - Training a neural network to play a game with TensorFlow and Open AI p.3 by sentdex			14:38
			Testing Network - Training a neural network to play a game with TensorFlow and Open AI p.4 by sentdex			16:16
			Intro and preprocessing - Using Convolutional Neural Network to Identify Dogs vs Cats p. 1 by sentdex			12:51
			Building the Network - Using Convolutional Neural Network to Identify Dogs vs Cats p. 2 by sentdex			9:05
			Training - Using Convolutional Neural Network to Identify Dogs vs Cats p. 3 by sentdex			19:02
			Using our Network - Using Convolutional Neural Network to Identify Dogs vs Cats p. 4 by sentdex			10:51
			Introduction - 3D Convolutional Neural Network w/ Kaggle Lung Cancer Detection Competiton p.1 by sentdex			11:35
			Reading Files - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.2 by sentdex			20:55
			Visualizing - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.3 by sentdex			9:42
			Resizing Data - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.4 by sentdex			13:35
			Preprocessing data - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.5 by sentdex			10:55
			Running the Network - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.6 by sentdex			29:22

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