TensorFlow 2.0 Tutorial for Beginners 14 - Human Activity Recognition using Accelerometer and CNN скачать в хорошем качестве

TensorFlow 2.0 Tutorial for Beginners 14 - Human Activity Recognition using Accelerometer and CNN

~~===[Complete Udemy ML Course]===~~ Python for Machine Learning: A Step-by-Step Guide https://bit.ly/ml-ds-project Learn to build Machine Learning and Deep Learning models using Python and its libraries like Scikit-Learn, Keras, and TensorFlow. ~~=============================~~ In this video we will learn about human activity recognition using Accelerometer and CNN. In this project we are going to use accelerometer data to train the model so that it can predict the human activity. We are going to use 2D Convolutional Neural Networks to build the model. This WISDM dataset contains data collected through controlled, laboratory conditions. The total number of examples is 1,098,207. The dataset contains six different labels (Downstairs, Jogging, Sitting, Standing, Upstairs, Walking). From the data distribution shown above we can observe that the data is unbalanced. Standing has very less examples compared to Walking and Jogging'. If we use this data directly it will overfit and will be skewed towards Walking and Jogging'. As we saw earlier the data is in string data type. Here we have converted the x, y, z values into floating values using astype('float'). 🔊 Watch till last for a detailed description 03:18 Understanding dataset 16:50 Balancing the data 29:52 Standardizing data 33:11 Frame preparation 41:14 Building 2D CNN model 47:50 Plotting the learning curve 48:37 Confusion matrix 👇👇👇👇👇👇👇👇👇👇👇👇👇👇 ✍️🏆🏅🎁🎊🎉✌️👌⭐⭐⭐⭐⭐ ENROLL in My Highest Rated Udemy Courses to 🔑 Unlock Data Science Interviews 🔎 and Tests 📚 📗 NLP: Natural Language Processing ML Model Deployment at AWS Build & Deploy ML NLP Models with Real-world use Cases. Multi-Label & Multi-Class Text Classification using BERT. Course Link: https://bit.ly/bert_nlp 📊 📈 Data Visualization in Python Masterclass: Beginners to Pro Visualization in matplotlib, Seaborn, Plotly & Cufflinks, EDA on Boston Housing, Titanic, IPL, FIFA, Covid-19 Data. Course Link: https://bit.ly/udemy95off_kgptalkie 📘 📙 Natural Language Processing (NLP) in Python for Beginners NLP: Complete Text Processing with Spacy, NLTK, Scikit-Learn, Deep Learning, word2vec, GloVe, BERT, RoBERTa, DistilBERT Course Link: https://bit.ly/intro_nlp . 📈 📘 2021 Python for Linear Regression in Machine Learning Linear & Non-Linear Regression, Lasso & Ridge Regression, SHAP, LIME, Yellowbrick, Feature Selection & Outliers Removal. You will learn how to build a Linear Regression model from scratch. Course Link: https://bit.ly/regression-python 📙📊 2021 R 4.0 Programming for Data Science || Beginners to Pro Learn Latest R 4.x Programming. You Will Learn List, DataFrame, Vectors, Matrix, DateTime, DataFrames in R, GGPlot2, Tidyverse, Machine Learning, Deep Learning, NLP, and much more. Course Link: http://bit.ly/r4-ml --------------------------------------------------------------- 💯 Read Full Blog with Code https://kgptalkie.com/human-activity-... 💬 Leave your comments and doubts in the comment section 📌 Save this channel and video for watch later 👍 Like this video to show your support and love ❤️ ~~~~~~~~ 🆓 Watch My Top Free Data Science Videos 👉🏻 Python for Data Scientist https://bit.ly/3dETtFb 👉🏻 Machine Learning for Beginners https://bit.ly/2WOVh7N 👉🏻 Feature Selection in Machine Learning https://bit.ly/2YW6ZQH 👉🏻 Text Preprocessing and Mining for NLP https://bit.ly/31sYMUN 👉🏻 Natural Language Processing (NLP) Tutorials https://bit.ly/3dF1cTL 👉🏻 Deep Learning with TensorFlow 2.0 and Keras https://bit.ly/3dFl09G 👉🏻 COVID 19 Data Analysis and Visualization Masterclass https://bit.ly/31vNC1U 👉🏻 Machine Learning Model Deployment Using Flask at AWS https://bit.ly/3b1svaD 👉🏻 Make Your Own Automated Email Marketing Software in Python https://bit.ly/2QqLaDy *********** 🤝 BE MY FRIEND 🌍 Check Out ML Blogs: https://kgptalkie.com 🐦Add me on Twitter:   / laxmimerit   📄 Follow me on GitHub: https://github.com/laxmimerit 📕 Add me on Facebook:   / kgptalkie   💼 Add me on LinkedIn:   / laxmimerit   👉🏻 Complete Udemy Courses: https://bit.ly/32taBK2 ⚡ Check out my Recent Videos: https://bit.ly/3ldnbWm 🔔 Subscribe me for Free Videos: https://bit.ly/34wN6T6 🤑 Get in touch for Promotion: info@kgptalkie.com 🆓🆓🆓🆓🆓🆓🆓🆓🆓🆓🆓🆓🆓🆓 Hello Everyone, I would like to offer my Udemy courses for FREE. This offer is for a limited time. The only thing you need to do is thumbs up 👍 the video and Subscribe ✔ to the KGP Talkie YouTube channel. 👇 Fill this form for a free coupon https://forms.gle/THJXL9ZWuLdhzFmB9