Learn and apply fundamental machine learning concepts in this specialisation, get real-world experience with the capstone project. This specialisation covers concepts like regression, classification, model evaluation, clustering and building machine learning web apps using flask, deploying machine learning model to cloud. All classes are live instructed by mentor accompanied by unique "notebook" to revise and practice the concepts.
Understanding limitations of algorithm and need of machine to learn, Type of Machine Learning, Supervised and Unsupervised Learning..
08 Nov | 01:00 PM | 90 min
Supervised learning, Understanding Linear Regression, Relation between variables, Correlation, Best Fit Line, line equation, best fit line, Sklearn, train test split, case study on simple linear regression..
11 Nov | 01:00 PM | 90 min
Need of multiple regression, multicollinearity, multiple independent variables and advantage of multiple over simple linear regression, case study on multiple linear regression.
15 Nov | 01:00 PM | 90 min
Understanding classification , Regression vs classification, Introduction to logistic regression, sigmoid function, finding equation of logistic regression, converting continuous values to binary, logistic regression equation, case study on logistic regression..
18 Nov | 01:00 PM | 90 min
Finding out how to measure whether a good model is developed or bad. Using Model evaluation such as Classification score, Confusion Matrix, Precision, Recall and Accuracy score..
22 Nov | 01:00 PM | 90 min
Extending classification for multiple classes using K nearest neighbor, what is K Nearest Neighbors, Defining value of K and optimum value of K, case study on KNN.
25 Nov | 01:00 PM | 90 min
Looking at unsupervised learning, introduction to clustering algorithm, K means clustering algorithm and how to decide value of K, Elbow method, case study on K Means Clustering.
29 Nov | 01:00 PM | 90 min
Basics of web development, Html, CSS, Intro to flask, Deploying web app using flask Case study: Deploy a ML apps using flask.
02 Dec | 01:00 PM | 90 min
Capstone Project - Machine Learning.
06 Dec | 01:00 PM | 90 min
This practical, live instructed python programming course teaches you python programming fast. Mentor use case studies in each class and you will build & deploy a web app by the end of this course.View Details
This specialisation will give you the right foundation on data analysis using python and effectively use it analyze and visualize data! You will know how to collect data sing beautifulsoup, selenuim and how to analyse data using Numpy and Pandas libraries. Start your career in Data Science!View Details
AI is growing exponentially. From self driving cars to movie recommendations to cancer detection, AI is helping us in our daily lives. This Deep Learning specialisation is foundational program that will help you kick start your career in AI. You will learn ANN, CNN, RNN and how to build them.....View Details