In this 2-hours long project-based course, you will learn how to implement a Neural Network model in TensorFlow using its core functionality (i.e. without the help of a high level API like Keras). You will also implement the gradient descent algorithm with the help of TensorFlow's automatic differentiation. While it’s easier to get started with TensorFlow with the Keras API, … [Read more...] about Neural Network from Scratch in TensorFlow
Algorithms
Simple Nearest Neighbors Regression and Classification
In this 2-hour long project-based course, we will explore the basic principles behind the K-Nearest Neighbors algorithm, as well as learn how to implement KNN for decision making in Python. A simple, easy-to-implement supervised machine learning algorithm that can be used to solve both classification and regression problems is the k-nearest neighbors (KNN) algorithm. The … [Read more...] about Simple Nearest Neighbors Regression and Classification
Where, Why, and How of Lambda Functions in Python
In this project we are going to learn about lambda expressions and it's application in python. We are going to start with what is Lambda expression and how we can define it, comparing lambda functions with regular functions in python and at the end we will learn how to use lambda functions for data manipulation and exploration in pandas. this guided-project is completely … [Read more...] about Where, Why, and How of Lambda Functions in Python
Create Ping-Pong Game in Python using Turtle Graphics
By the end of this project, you will be able to create The Classic Ping Pong game using Python and Turtle graphics. You’ll also be able to identify and use most of Turtle’s modules and functions that helps you develop and build your own game. Moreover, you’ll be able to edit and manipulate the objects created by Turtle however you like. Turtle graphics is a pre-installed Python … [Read more...] about Create Ping-Pong Game in Python using Turtle Graphics
Test and Debug Your Build with Visual Studio Code
In this 1-hour long project-based course, you will learn how to test and debug your code in Visual Studio Code. You will find the bugs in a sample program and fix them. Topics covered include: building code for debugging, breakpoints, watch, call stack, conditional breakpoints, function breakpoints, and debug console. Note: This course uses a C++ program as a learning tool. … [Read more...] about Test and Debug Your Build with Visual Studio Code