Python Tutorial

Introduction Python Features Python Applications Python System requirements Python Installation Python Examples Python Basics Python Indentation Python Variables Python Data Types Python IDE Python Keywords Python Operators Python Comments Python Pass Statement

Python Conditional Statements

Python if Statement Python elif Statement Python If-else statement Python Switch Case

Python Loops

Python for loop Python while loop Python Break Statement Python Continue Statement Python Goto Statement

Python Arrays

Python Array Python Matrix

Python Strings

Python Strings Python Regex

Python Built-in Data Structure

Python Lists Python Tuples Python Lists vs Tuples Python Dictionary Python Sets

Python Functions

Python Function Python min() function Python max() function Python User-define Functions Python Built-in Functions Python Recursion Anonymous/Lambda Function in Python apply() function in python Python lambda() Function

Python File Handling

Python File Handling Python Read CSV Python Write CSV Python Read Excel Python Write Excel Python Read Text File Python Write Text File Read JSON File in Python

Python Exception Handling

Python Exception Handling Python Errors and exceptions Python Assert

Python OOPs Concept

OOPs Concepts in Python Classes & Objects in Python Inheritance in Python Polymorphism in Python Python Encapsulation Python Constructor Python Super function Python Static Method Static Variables in Python Abstraction in Python

Python Iterators

Iterators in Python Yield Statement In Python Python Yield vs Return

Python Generators

Python Generator

Python Decorators

Python Decorator

Python Functions and Methods

Python Built-in Functions Python String Methods Python List Methods Python Dictionary Methods Python Tuple Methods Python Set Methods

Python Modules

Python Modules Python Datetime Module Python Math Module Python Import Module Python Time ModulePython Random Module Python Calendar Module CSV Module in Python Python Subprocess Module

Python MySQL

Python MySQL Python MySQL Client Update Operation Delete Operation Database Connection Creating new Database using Python MySQL Creating Tables Performing Transactions

Python MongoDB

Python MongoDB

Python SQLite

Python SQLite

Python Data Structure Implementation

Python Stack Python Queue Python Linked List Python Hash Table Python Graph

Python Advance Topics

Speech Recognition in Python Face Recognition in Python Python Linear regression Python Rest API Python Command Line Arguments Python JSON Python Subprocess Python Virtual Environment Type Casting in Python Python Collections Python Attributes Python Commands Python Data Visualization Python Debugger Python DefaultDict Python Enumerate

Python 2

What is Python 2

Python 3

Anaconda in Python 3 Anaconda python 3 installation for windows 10 List Comprehension in Python3

How to

How to Parse JSON in Python How to Pass a list as an Argument in Python How to Install Numpy in PyCharm How to set up a proxy using selenium in python How to create a login page in python How to make API calls in Python How to run Python code from the command prompt How to read data from com port in python How to Read html page in python How to Substring a String in Python How to Iterate through a Dictionary in Python How to convert integer to float in Python How to reverse a string in Python How to take input in Python How to install Python in Windows How to install Python in Ubuntu How to install PIP in Python How to call a function in Python How to download Python How to comment multiple lines in Python How to create a file in Python How to create a list in Python How to declare array in Python How to clear screen in Python How to convert string to list in Python How to take multiple inputs in Python How to write a program in Python How to compare two strings in Python How to create a dictionary in Python How to create an array in Python How to update Python How to compare two lists in Python How to concatenate two strings in Python How to print pattern in Python How to check data type in python How to slice a list in python How to implement classifiers in Python How To Print Colored Text in Python How to open a file in python How to Open a file in python with Path How to run a Python file in CMD How to change the names of Columns in Python How to Concat two Dataframes in Python How to Iterate a List in Python How to learn python Online How to Make an App with Python How to develop a game in python How to print in same line in python How to create a class in python How to find square root in python How to import numy in python How to import pandas in python How to uninstall python How to upgrade PIP in python How to append a string in python How to comment out a block of code in Python How to change a value of a tuple in Python How to append an Array in Python How to Configure Python Interpreter in Eclipse Parameter Passing in Python How to plot a Histogram in Python How to Import Files in Python How to Download all Modules in Python How to get Time in seconds in Python How to Practice Python Programming How to plot multiple linear regression in Python How to set font for Text in Python


Python Sort List Sort Dictionary in Python Python sort() function Python Bubble Sort


Factorial Program in Python Prime Number Program in Python Fibonacci Series Program in Python Leap Year Program in Python Palindrome Program in Python Check Palindrome In Python Calculator Program in Python Armstrong Number Program in Python Python Program to add two numbers Anagram Program in Python Number Pattern Programs in Python Even Odd Program in Python GCD Program in Python Python Exit Program Python Program to check Leap Year Operator Overloading in Python Pointers in Python Python Not Equal Operator Raise Exception in Python Salary of Python Developers in India What is a Script in Python


Introduction to Scratch programming SKLearn Clustering SKLearn Linear Module Standard Scaler in SKLearn Python Time Library SKLearn Model Selection Standard Scaler in SKLearn Accuracy_score Function in Sklearn Append key Value to Dictionary in Python Cross Entropy in Python Cursor in Python Data Class in Python How to Install Tweepy in Python Imread Python Program of Cumulative Sum in Python Python Program for Linear Search Python Program to Generate a Random String Read numpy array in Python Scrimba python Sklearn linear Model in Python Scraping data in python Accessing Key-value in Dictionary in Python Find Median of List in Python Linear Regression using Sklearn with Example Problem-solving with algorithm and data structures using Python Python 2.7 data structures Python Variable Scope with Local & Non-local Examples Arguments and parameters in Python Assertion error in python Programs for Printing Pyramid Patterns in Python _name_ in Python Amazon rekognition using python Anaconda python 3.7 download for windows 10 64-bit Android apps for coding in python Augmented reality in python Best app for python Difference between Perl and Python Not supported between instances of str and int in python Python comment symbol Python Complex Class Python IDE names Selection Sort Using Python Hypothesis Testing in Python Idle python download for Windows Insertion Sort using Python Merge Sort using Python Python - Binomial Distribution Python Logistic Regression with Sklearn & Scikit Python Random shuffle() method Python variance() function Python vs HTML Removing the First Character from the String in Python Adding item to a python dictionary Best books for NLP with Python Best Database for Python Count Number of Keys in Dictionary Python Cross Validation in Sklearn Drop() Function in Python EDA in Python Excel Automation with Python Python Program to Find the gcd of Two Numbers Python Web Development projects Adding a key-value pair to dictionary in Python Python Euclidean Distance Python Filter List Python Fit Transform Python e-book free download Python email utils Python range() Function Python random.seed() function What is the re.sub() function in Python Python PPTX Python Pickle Python Seaborn Python Coroutine Python EOL Python Infinity Python math.cos and math.acos function Python Project Ideas Based On Django Reverse a String in Python Reverse a Number in Python Python Word Tokenizer Python Trigonometric Functions Python try catch exception GUI Calculator in Python Implementing geometric shapes into the game in python Installing Packages in Python Python Try Except Python Sending Email Socket Programming in Python Python CGI Programming Python Data Structures Python abstract class Python Compiler Python K-Means Clustering NSE Tools In Python Operator Module In Python Palindrome In Python Permutations in Python Pillow Python introduction and setup Python Functionalities of Pillow Module Python Argmin Python whois Python JSON Schema Python lock Return Statement In Python Reverse a sentence In Python tell() function in Python Why learn Python? Write Dictionary to CSV in Python Write a String in Python Binary Search Visualization using Pygame in Python Latest Project Ideas using Python 2022 Closest Pair of Points in Python ComboBox in Python Python vs R Best resources to learn Numpy and Pandas in python Check Letter in a String Python Python Console Python Control Statements Convert Float to Int in Python using Pandas Difference between python list and tuple Importing Numpy in Pycharm Python Key Error Python NewLine Python tokens and character set Python Strong Number any() Keyword in python Best Database in Python Check whether dir is empty or not in python Comments in the Python Programming Language Convert int to Float in Python using Pandas Decision Tree Classification in Python End Parameter in python __GETITEM__ and __SETITEM__ in Python Python Namespace Python GUI Programming List Assignment Index out of Range in Python List Iteration in Python List Index out of Range Python for Loop List Subtract in Python Python Empty Tuple Python Escape Characters Sentence to python vector Slicing of a String in Python Executing Shell Commands in Python Genetic Algorithm in python Get index of element in array in python Looping through Data Frame in Python Syntax of Map function in Python After Python What Should I Learn Python AIOHTTP Alexa Python Artificial intelligence mini projects ideas in python Artificial intelligence mini projects with source code in Python Find whether the given stringnumber is palindrome or not First Unique Character in a String Python Python Network Programming Python Interface Python Multithreading Python Interpreter Data Distribution in python Flutter with tensor flow in python Front end in python Iterate a Dictionary in Python Iterate a Dictionary in Python – Part 2 Allocate a minimum number of pages in python Assertion Errors and Attribute Errors in Python Checking whether a String Contains a Set of Characters in python Python Control Flow Statements *Args and **Kwargs in Python Bar Plot in Python Conditional Expressions in Python Function annotations() in Python How to Write a Configuration file in Python Image to Text in python import() Function in Python Import py file in Python Multiple Linear Regression using Python Nested Tuple in Python Python String Negative Indexing Reading a File Line by Line in Python Python Comment Block Base Case in Recursive function python ER diagram of the Bank Management System in python Image to NumPy Arrays in Python NOT IN operator in Python One Liner If-Else Statements in Python Sklearn in Python Cube Root in Python Python Variables, Constants and Literals What Does the Percent Sign (%) Mean in Python Creating Web Application in python Notepad++ For Python PyPi TensorFlow Python | Read csv using pandas.read_csv() What is online python free IDE What is Python online compiler Run exec python from PHP What are the Purposes of Python What is Python compiler GDB Python coding platform Python Classification Python | a += b is not always a = a + b PyDev with Python IDE Character Set in Python Best Python AI Projects _dict_ in Python Python Ternary Operators Self in Python Python vs Java Python Modulo Python Packages Python Syntax Python Uses Python Bitwise Operators Python Identifiers Python Matrix Multiplication Python AND Operator Python Logical Operators Python Multiprocessing Python Unit Testing __init__ in Python Advantages of Python Is Python Case-sensitive when Dealing with Identifiers Python Boolean Python Call Function Python History Python Image Processing Python main() function Python Permutations and Combinations Difference between Input() and raw_input() functions in Python Conditional Statements in python Confusion Matrix Visualization Python Nested List in Python Python Algorithms Python Modules List Difference between Python 2 and Python 3 Is Python Case Sensitive Method Overloading in Python Python Arithmetic Operators Assignment Operators in Python Is Python Object Oriented Programming language Python Division Python exit commands Continue And Pass Statements In Python Colors In Python Convert String Into Int In Python Convert String To Binary In Python Convert Uppercase To Lowercase In Python Convert XML To JSON In Python Converting Set To List In Python Covariance In Python CSV Module In Python Decision Tree In Python Difference Between Yield And Return In Python Dynamic Typing In Python BOTTLE Python Web Framework How to Install Scikit-Learn Introducing modern python computing in simple packages Python vs PHP Reason for Python So Popular Returning Multiple Values in Python Spotify API in Python Spyder (32-bit) - Free download Time. Sleep() in Python Traverse Dictionary in Python What is Ipython shell YOLO Python Nested for Loop in Python Data Structures and Algorithms Using Python | Part 1 Data Structures and Algorithms using Python | Part 2 ModuleNotFoundError No module named 'mysql' in Python N2 in Python XGBoost for Regression in Python Explain sklearn clustering in Python Data Drop in Python Falcon Python Flutter Python Google Python Class Excel to CSV in Python Google Chrome API in Python Gaussian elimination in python Matrix List Comprehension in Python Python List Size Python data science course StandardScaler in Sklearn Python Redis Example Python Program for Tower of Hanoi Python Printf Style Formating Python Percentage Sign Python Parse Text File Python Parallel Processing Python Online Compiler Python maketrans() function Python Loop through a Dictionary Python for Data Analysis Python for Loop Increment Python Kwargs Example Python Line Break What does base case mean in recursion What does the if __name__ == "__main__" do in Python What is Sleeping Time in Python Kite Python Length of Tuple in Python Python String Lowercase Python Struct Python Support Python String Variable Python System Command Python TCP Server Python Unit Test Cheat String Python Validator Unicode to String in Python An Introduction to Mocking in Python An Introduction to Subprocess in Python with Examples Anytree Python API Requests using Python App Config Python Check if the directory exists in Python Managing Multiple Python Versions With pyenv os.rename() method in Python os.stat() method in Python Python Ways to find nth occurrence of substring in a string Python Breakpoint Find Last Occurrence of Substring using Python Python Operators Python Selectors Python Slice from Last Occurrence of K Sentiment Analysis using NLTK String indices must be integers in Python Tensorflow Angular in Python AES CTR Python Crash Course on Python by Google Curdir Python Exrex Python FOO in Python Get Bounding Box Co-ordinates Python Hog Descriptor Opencv Python Important Difference between Python 2.x and Python 3.x with Example Io stringio Python iobase Python IPython Display Iterate through the list in Python Joint Plot in Python JWT Decode Python List Comprehension in Python List in Python Map Syntax in Python Python Marshmallow PyShark in Python Python Banner Python Logging Maxbytes Python Multiprocessing Processor Python Skyline Python Subprocess Call Example Python Sys Stdout Python Win32 Process Python's Qstandarditemmodel Struct Module in Python Sys Module in Python Tuple in Python Uint8 Python XXhash Python Examples XXhash Python Handling missing keys in Python dictionaries Python Num2words Python Os sep OSError in Python Periodogram in Python Pltpcolor in Python Poolmanager in Python Python pycountry Python pynmea2 Difference between Package and Module in Python How to add 2 lists in Python How to assign values to variables in Python and other languages How to build an Auto Clicker using Python How to check if the dictionary is empty in Python How to check the version of the Python Interpreter How to convert Float to Int in Python How to Convert Int to String in Python How to Define a Function in Python How to Install Pandas in Python How to Plot Graphs Using Python How to Program in Python on Raspberry pi How to Reverse a number in Python How to Sort a String in Python What is Collaborative Filtering in ML, Python What is the Python Global Interpreter Lock Add a key-value pair to dictionary in Python Add Dictionary to Dictionary in Python Add Element to Tuple in Python Add in Dictionary Python Application to get live USD/INR rate Using Tkinter in Python Application to Search Installed Application using Tkinter in Python Arithmetic Expressions in Python Array to String in Python AX Contour in Python Best Way to Learn Python for Free Captcha Code in Python with Example CatPlot in Python Change Data Type in Python Check if a String is Empty in Python Algorithm for Factorial of a number in Python chr() and ord() Functions in Python Class and Static Methods in Python Compound Interest GUI Calculator using PyQt5 in Python Compound Interest GUI Calculator using Tkinter in Python Convert List to Array in Python Copying a file from one folder to Another with Python Create a Table Using Tkinter in Python Create First GUI Application using Tkinter in Python Create Table Using PyQt5 in Python Create the First GUI Application using PyQt5 in Python Cx_Oracle Python with Example Difference between Expression and Statement in Python Difference between For Loop and While Loop in Python Difference between Module and Package in Python Difference between Sort and Sorted in Python Enumerate() Function in Python Event Key in Python Exclusive OR in Python Exponentiation in Python Expressions in Python File Explorer using Tkinter in Python Filter List in Python Find key from value in dictionary python Find Words in String Python First unique character in a string Python Fsolve in Python GET and POST requests using Python Gethostbyname() function in Python GUI Calendar using PyQt5 in Python GUI Calendar using Tkinter in Python GUI to extract lyrics from a song Using Tkinter in Python GUI to Shut down, Restart and Logout from the PC using Tkinter in Python How to build a Virtual Assistant Using Python How to Fix an EOF Error in Python How to make a firewall in Python Comment starts with the symbol in Python Isodate Python Isreal() Python Loan Calculator using PyQt5 in Python Loan calculator using Tkinter in Python Make Notepad using Tkinter in Python Mrcnn Python OS Module in Python Paramiko Python Example Python BytesIO Python Deep Copy and Shallow Copy Python Glob Python Memory Management Python Operator Precedence Python Parser Python Project Ideas Python sklearn train_test_split Python SymPy Python Syntax Error Invalid Syntax Python Tricks: The Book Rank Based Percentile GUI Calculator using Tkinter in Python Rank Based Percentile GUI Calculator using PyQt5 in Python Screen Rotation app Using Tkinter in Python Simple GUI calculator using PyQt5 in Python Sort a dataframe based on a column in Python Spark and Python for big data with pyspark github Spell Corrector GUI using Tkinter in Python Standard GUI Unit Converter using PyQt5 in Python Standard GUI Unit Converter using Tkinter in Python Standard Scalar in Python STL in Python Sublime Python Text detection using Tkinter in Python To Do GUI Application using Tkinter in Python Weight Conversion GUI using Tkinter in Python

Tensorflow Angular in Python

TensorFlow is an open-source, Python-compatible toolkit for numerical computation that accelerates and simplifies the creation of neural networks and machine learning algorithms.

Tensorflow Angular in Python

They make the interesting notion that models can be transformed in both directions: TensorFlow is made up of TensorFlow.js.

Models can be transformed in both directions.

Furthermore, they contend that the similarities between the two libraries make it simpler for programmers from the two communities to collaborate without any division, "us against them," "what is better and worse," etc. Instead of arguing, let's work to transform the world!

Neural networks in TensorFlow.js as a starting point for deep learning with JavaScript.

For the traditional Boston Housing problem, a straightforward TensorFlow.js model is provided.

Machine learning is a complex field, but putting machine learning models into practice is much easier now than it once was. This is why machine learning frameworks, like Google's TensorFlow, make it simpler to collect the data, train models, deliver predictions, and improve future outputs.

TensorFlow is an open-source tool for large-scale machine learning. In 2015 the Google Brain team developed numerical computing and published it for use. Through common programmatic metaphors, TensorFlow collects various machine learning and deep learning models and algorithms (also known as neural networks). It offers an easy frontend API for developing apps using Python or JavaScript and then executes such applications in high-performance C++.

TensorFlow, which competes with frameworks like PyTorch and Apache MXNet, can operate and train deep neural networks for natural language processing, word embeddings, recurrent neural networks, sequence-to-sequence models for machine translation, and image recognition PDE-based simulations. The nicest aspect is that TensorFlow employs the same models for production prediction at a scale used for training.

You can leverage your applications' extensive library of pre-trained models in TensorFlow. You can use code from the TensorFlow Model Garden as an additional resource for best practices for training your models.

Functions of TensorFlow

Developers may use TensorFlow to design dataflow graph structures that illustrate how data flows across a graph or a collection of processing nodes. Each Node in the graph represents a mathematical process, and each edge between nodes is known as a multidimensional data array or tensor.

Most practical targets can run TensorFlow applications, including local machines, cloud clusters, iOS, and Android smartphones, CPUs, and GPUs. Suppose you utilize Google's cloud for further acceleration. In that case, TensorFlow may be run on the company's customized TensorFlow Processing, But the models TensorFlow produces can be installed on almost any device and used to make predictions.

TensorFlow 2.0, based on user feedback, was launched in October 2019. A basic model with three layers may be built in less than ten lines of code, and the practice code only requires a few more lines. Various improvements have been made to the framework to make it more effective and user-friendly (for instance, by adopting the comparatively straightforward Keras API for model training). Models may be installed on a wider range of platforms thanks to TensorFlow Lite's support and a new API that makes distributed training easier. Code written for prior versions of TensorFlow must be changed; sometimes, it can change slightly sometimes it changes significantly. It depends on the situation to take full advantage of the new TensorFlow 2.0 features.

Using Python and TensorFlow

Python provides easy-to-understand and useable tools to define how high-level abstractions might be coupled. All of the information is made available to programmers by TensorFlow using the Python language. Python versions 3.7 through 3.10 are supported; earlier versions of Python might probably function, but this is not guaranteed that it will work.

TensorFlow-based applications are written in Python, and their nodes and tensors are Python objects. However, Python is not used to perform mathematical calculations. TensorFlow provides high-performance C++ binaries for its transformation libraries. Python gives high-level programming abstractions to connect the elements, managing the communication between them.

TensorFlow uses the Keras library for complex tasks like creating and connecting nodes and layers. A simple model with three layers. This suggests that the Keras API is simple. But you can "raise the hood" and carry out more exact actions, including making your training loop.

TensorFlow: Use Cases

Abstraction is the only essential advantage TensorFlow offers for machine learning development. The developer can buit on the overarching logic of the application rather than thinking and worrying about the minute details of implementing algorithms or working out how to connect the result of one function to the input of another. The details are handled in the background via TensorFlow.

For developers that need to debug and gain insight into TensorFlow programs, TensorFlow provides extra conveniences. Instead of creating and evaluating the complete graph as a single opaque object, each graph operation can be evaluated and updated independently and openly. It is now required to use this so-called "eager execution mode," a choice in earlier iterations of TensorFlow.

TensorFlow also benefits greatly from Google's support, a top-tier business entity. TensorFlow is now easier to deploy and utilize, thanks largely to Google's considerable offers, which have accelerated the project's rapid pace of development. One such is the TPU silicon previously stated for increased performance in Google's cloud.

Describe Angular

The Google Team created the framework known as Angular, which has been extensively used in website design. In essence, it is a TypeScript-based framework for building frontends. Put the online page you have seen and get interact with it in your web browser.

An application of the JavaScript framework idea is Angular. View the topics' contents or read how these components come together in the web development chapter.

Python will be used for the backend, while Use of Angular will be used to develop the user interface feature Today, it is common for an API to manage business requirements like permissions, data flow, data visibility, and other issues in addition to persisting data to the database.

We require Python 2.7, Visual Studio Build Tools, and C++ Build Tools for Windows. You already have these dependencies if you previously installed Node. Js using the Boxstarter or Chocolatey option. Thankfully, the NPM CLI allows us to install them as a single package.

TensorFlow.js with Angular 2+ usage instructions:

This quick tutorial might make it easier for you to get started with neural networks as a front-end developer.

This is not the place to learn machine learning. The only objective is to make it easier for you to include (well, copy and paste) your Angular application with the TensorFlow.js samples.

Once you've done so, it will be simpler to begin customizing the examples to fit your requirements.

1) Make a fresh Angular application

$ ng new this-with-angular

2) Install Tfjs:

$ @tensorflow/tfjs @tensorflow/tfjs-vis @tensorflow-models/mobilenet npm install —save

3) Avoid TypeScript mistakes by:

You the lines are given below you can use them to prevent TypeScript errors:


"compileOnSave" set to false,

"compilerOptions" are as follows:

"baseUrl" is "./".

"outDir" is "./dist/out-tsc".

true, "sourceMap"

false, "declaration"

"downlevelIteration" is correct.

True, "experimentalDecorators."

"esnext" is a module.

"node" as "moduleResolution"

"importHelpers" is correct.

"goal": "es2015",

["es2018", "dom"], "lib"

true skipLibCheck

"angularCompilerOptions" are as follows:

true, "fullTemplateTypeCheck"

true for "strictInjectionParameters"

When you've finished converting all of the JS to TS, you may delete / @ts-nocheck (below).
@ts-nocheck /

Component from '@angular/core' imported;


'app-root' as a selection,

'./app.component.html' as the templateUrl,

['./app.component.scss'] styleUrls
AppComponent is an export class.

tfjs-with-angular' as title;

Above the lines are given in <component<explanation<implimentation form for user understanding, you should replace explanation with ':' this sign while adding it in systems.

4) Include a sample of the tfjs-examples code:

A) Copy their index.js in your app.component.ts, and run OnInit.

In this step, first, you must copy index.js in your app.component.ts and run on it. If you try to run the code separately, it will not work. Below, the sample is given for your reference. This is only sample code. The exact code will be found in index.js.

// @ts-nocheck
import { Component } from '@angular/core';
import * as tf from '@tensorflow/tfjs';
import * as tfvis from '@tensorflow/tfjs-vis';
[ ... rest of index.js code here... ]
selector: 'app-root',
templateUrl: './app.component.html',
styleUrls: ['./app.component.scss'],
Export class AppComponent implements OnInit {
title = 'tfjs-with-angular';
ngOnInit() {

B) Include their index.html in the app.component.html file.


You might need to substitute input/> for the concluding /input> tags.


C) Include their styles in the global styles you use. scss.

Note: Consider both their common and project-specific styles. 

4) You can now run the program