Epython Lab

Waiting for Creating database, collections, and documents using mongodb playground in visual studio code. We will be delivered tomorrow at the same time. Stay Tuned!!!

📚 5 Free Books on Natural Language Processing to Read in 2024 1. Speech and Language Processing Authors: Dan Jurafsky and James H. Martin 2. Foundations of Statistical Natural Language Processing Authors: Christopher D. Manning and Hinrich Schütze 3. Pattern Recognition and Machine Learning Author: Christopher M. Bishop 4. Neural Network Methods in Natural Language Processing Author: Yoav Goldberg 5. Practical Natural Language Processing https://epythonlab.t.me/ #books #python #machinelearning #nlp

Training Neural Network with Tensorflow and Keras https://youtu.be/MXERXMbp15k

How to build your own Machine Learning Pipeline using Python [like, share, comment] https://www.youtube.com/watch?v=qEsk9mbsvYg

How to Prioritize Tasks - To have efficient time management prioritization techniques are very important.

🙄Beginners are getting confused about "is Python a scripting or Programming language?" Therefore, to get a better understanding before you get started Python 🐍🐍, take a look at this tutorial. https://youtu.be/ul3O7ApPQ5Q In this tutorial, you will get a better answer about your questions. #python #programming #language

Top 10 Python Projects for Beginners to Level Up Your Skills https://medium.com/@epythonlab/top-10-python-projects-for-beginners-to-level-up-your-skills-be54d9509cb5

Forecasting vs Time Series Analysis Time Series Analysis Purpose: Examines historical data to identify patterns, trends, and seasonality. Techniques: Includes decomposition, autocorrelation, and smoothing. Goal: Understand data structure and historical behavior. Forecasting Purpose: Predicts future values based on historical data. Techniques: Uses models like ARIMA, Exponential Smoothing, and machine learning. Goal: Make accurate future predictions. Key Differences Focus: Time series analysis focuses on understanding data, while forecasting aims to predict future values. Relationship: Time series analysis informs forecasting by revealing patterns used to build predictive models.

Time series analysis is used when dealing with data collected over time. Learn how to perform a simple time series analysis and plot a time series line graph: https://youtu.be/1w7WLcy2LBY Don't forget to subscribe🙏 Join Telegram: https://epythonlab.t.me/

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Dear Learners, We're here to support you if you have any kind of questions. Ask anything related to python and ml in the comment section. Thanks for supporting us.

Benefits of Python for Database Programming - Python is a popular scripting language to connect to the database and analyzes the data. - Python ecosystem: - NumPy, pandas, matplotlib, SciPy - Ease of use - Python supports relational database systems - Python database API's to connect to the database - Detailed documentation: The python is easily available

A technique used to extract features from the text. It counts how many times a word appears in a document (corpus), and then transforms that information into a dataset. https://youtu.be/tn-Tvi8CHmg

In this topic modeling project-based tutorial, I have gone through the following steps: 1. Loads the documents(Generating sample documents) 2. Preprocesses the text by removing stop words and stemming words. 3. Creates a TF-IDF vector representation of the documents. 4. Performs LDA topic modeling with the specified number of topics. 5. Extracts the document-topic weight matrix. 6. Prepares the data for CSV format, including document IDs and topic weights. 7. Saves the results to the specified CSV file. https://youtu.be/uJCB2hRCB60

You can learn  Probability Distribution for Machine Learning with Python Visualization https://bit.ly/495L8b5 🔗 Link to Linear Regression https://bit.ly/46rqiBu 🔗 Link to Linear Algebra https://bit.ly/45EpfwB 🔗 Link to Telegram Group https://bit.ly/3IR1lnm #python #machinelearning #projects #probability #epythonlab

MongoDB Basics and Setup: Your First Steps with MongoDB and VS Code : https://www.youtube.com/watch?v=nm-7rM5mnYE Next we will share you how to create collections and read data. Stay tuned!!

Dear Learners, Today, we will release the first episode of how to setup MongoDb in Vs Code for better code management. Stay Tuned.

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Detecting and removing outliers using boxplot https://youtu.be/YfNfjqY6x0o How to Detect and Remove Outliers using Interquantile Range in Python https://www.youtube.com/watch?v=d-EdtWN9epg&list=PL0nX4ZoMtjYEYGxhBRtFk9aIgEt9uDuCV&index=4