Epython Lab
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Welcome to Epython Lab, where you can get resources to learn, one-on-one trainings on machine learning, business analytics, and Python, and solutions for business problems.

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We're here to support you if you have any kind of questions. Ask anything related to python and ml in the comment section.

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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.
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🙄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
How to Prioritize Tasks
- To have efficient time management prioritization techniques are very important.
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📚 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
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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!!!
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Code Testing is the most crucial skill you should master

CI/CD

How to test your Python function before deployment

https://youtu.be/0heKg51lR0c
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Forwarded from Epython Lab
A New Mojo Programming Language for Machine Learning- Full Course for Beginners
https://youtu.be/pyfCTxKcDPY

Join #epythonlab https://t.me/epythonlab
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Forwarded from Epython Lab
Mathematics for Machine Learning RoadMap

🔗 Link to Linear Regression https://bit.ly/46rqiBu
🔗 Link to Linear Algebra https://bit.ly/45EpfwB
🔗 Link to Probability Distribution https://bit.ly/495L8b5
🔗 Link to Telegram Group https://bit.ly/3IR1lnm
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You bring Large Dataset, we give you insights
Here's our work
https://drive.google.com/file/d/16H7YQM6u-iH9QEOeZONbDhqg-GtyXwpy/view?usp=drive_link
Today we will share Beginners Pandas Step By Step Guide on YouTube.
Topics to be covered:
1. Overview of Pandas
2. Pandas Data Structures
3. Data Preprocessing
4. Data aggregation
5. Data visualization.

This tutorial is a guide for having pandas zero experience beginners.

Stay Tuned and Subscribe @epythonlab on YouTube and Medium
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