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Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers. Admin: @HusseinSheikho || @Hussein_Sheikho
🏷 "Statistics for Data Science" Notes
👨🏻💻 In these notes, everything is structured and neatly organized from the basics of statistics to advanced tips. Each concept is explained with examples, formulas, and charts to make learning easy
🛑 What is statistics and why is it important?
🛑 Basic concepts
🛑 Descriptive statistics
🛑 Inferential statistics
🛑 Discrete and continuous distributions
🛑 And many other topics
🌐 #Data_Science #DataScience
/channel/CodeProgrammer ✅
React ♥️ for more amazing content
Python For Data Science Cheat Sheet
#python #datascience #DataAnalysis
/channel/CodeProgrammer
React ♥️ for more amazing content
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Learn Complete #MatPlotLib with most asked #interview questions
👉 @codeprogrammer
Create a Wi-Fi QR code in Python in a couple of seconds
pip install wifi_qrcode_generator
import wifi_qrcode_generator.generator
from PIL import Image
ssid = "CLCoding_WIFI"
password = "supersecret123"
security = "WPA"
from wifi_qrcode_generator.generator import wifi_qrcode
qr = wifi_qrcode(ssid, False, security, password)
qr.make_image().save("wifi_qr.png")
Image.open("wifi_qr.png")
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Comprehensive Python Cheatsheet
This Comprehensive #Python Cheatsheet brings together core syntax, data structures, functions, #OOP, decorators, regular expressions, libraries, and more — neatly organized for quick reference and deep understanding.
/channel/CodeProgrammerЧитать полностью…
PYTHON LIBRARIES & FRAMEWORKS
Читать полностью…
Title: Building the machine learning model.
Invite your friends ❤️
@CodeProgrammer
Coursera's Deep Learning course Notes by Andrew Ng.
@CodeProgrammer
Title: Image Processing Using #Python #PILLOW.
#منشور_برمجي يقدم لك دليل التعامل مع مكتبة #PILLOW عن طريق الشرح المبسط لابرز الامور المتعلقة بمعالجة الصور باستخدام هذه المكتبة.
كافة الشروحات والاكواد متوفرة ضمن المنشور.
⛔️المصدر: #Dynamic_Coding
🔴 انضم لقناة الباحثين البرمجية:
@DataScience_Books
🟢 انضم لمجتمع بايثون العربي:
@PythonArab
🟡 شارك القناة للآخرين:
@CodeProgrammer
Title: Run #Jupyter_NoteBook On #Android Devices.
#منشور_تقني عن كيفية تثبيت و تشغيل #Jupyter على اجهزة الاندرويد خطوة بخطوة كما هو موضح في الصور ضمن المنشور.
🔴 انضم لقناة الباحثين البرمجية:
@DataScience_Books
🟢 انضم لمجتمع بايثون العربي:
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🟡 شارك القناة للآخرين:
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Title: Convert #PDF file text to #audio using #Python.
#منشور_برمجي يتحدث عن طريقة قراءة ملف PDF بشكل صوتي وذلك باستخدام مكتبتي #pyttsx3 و #PyPDF2.
جميع الشروحات والتفاصيل اللازمة والاكواد متوفرة ضمن المنشور.
🔴 انضم لقناة الباحثين البرمجية:
@DataScience_Books
🟢 انضم لمجتمع بايثون العربي:
@PythonArab
🟡 شارك القناة للآخرين:
@CodeProgrammer
🚀 𝐄𝐩𝐨𝐜𝐡 𝐯𝐬 𝐈𝐭𝐞𝐫𝐚𝐭𝐢𝐨𝐧 𝐢𝐧 𝐃𝐞𝐞𝐩 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 – 𝐓𝐡𝐞 𝐌𝐨𝐬𝐭 𝐂𝐨𝐦𝐦𝐨𝐧𝐥𝐲 𝐂𝐨𝐧𝐟𝐮𝐬𝐞𝐝 𝐓𝐞𝐫𝐦𝐬!
When training a neural network, two words confuse most beginners:
🔹 𝐄𝐩𝐨𝐜𝐡
𝘈𝘯 𝘦𝘱𝘰𝘤𝘩 𝘮𝘦𝘢𝘯𝘴 𝘵𝘩𝘦 𝘮𝘰𝘥𝘦𝘭 𝘩𝘢𝘴 𝘴𝘦𝘦𝘯 𝘵𝘩𝘦 𝘦𝘯𝘵𝘪𝘳𝘦 𝘥𝘢𝘵𝘢𝘴𝘦𝘵 𝘰𝘯𝘤𝘦.
𝘐𝘧 𝘺𝘰𝘶 𝘵𝘳𝘢𝘪𝘯 𝘧𝘰𝘳 10 𝘦𝘱𝘰𝘤𝘩𝘴, 𝘺𝘰𝘶𝘳 𝘮𝘰𝘥𝘦𝘭 𝘨𝘰𝘦𝘴 𝘵𝘩𝘳𝘰𝘶𝘨𝘩 𝘵𝘩𝘦 𝘸𝘩𝘰𝘭𝘦 𝘥𝘢𝘵𝘢 10 𝘵𝘪𝘮𝘦𝘴.
🔹 𝐈𝐭𝐞𝐫𝐚𝐭𝐢𝐨𝐧
𝘈𝘯 𝘪𝘵𝘦𝘳𝘢𝘵𝘪𝘰𝘯 𝘪𝘴 𝘰𝘯𝘦 𝘸𝘦𝘪𝘨𝘩𝘵 𝘶𝘱𝘥𝘢𝘵𝘦, 𝘣𝘢𝘴𝘦𝘥 𝘰𝘯 𝘢 𝘴𝘪𝘯𝘨𝘭𝘦 𝘣𝘢𝘵𝘤𝘩 𝘰𝘧 𝘥𝘢𝘵𝘢.
If you have:
10,000 𝘳𝘦𝘤𝘰𝘳𝘥𝘴
𝘉𝘢𝘵𝘤𝘩 𝘴𝘪𝘻𝘦 = 100
👉 𝘛𝘩𝘦𝘯 𝘺𝘰𝘶 𝘨𝘦𝘵 100 𝘪𝘵𝘦𝘳𝘢𝘵𝘪𝘰𝘯𝘴 𝘱𝘦𝘳 𝘦𝘱𝘰𝘤𝘩.
✔️ 𝐒𝐢𝐦𝐩𝐥𝐞 𝐀𝐧𝐚𝐥𝐨𝐠𝐲
𝐓𝐡𝐢𝐧𝐤 𝐨𝐟 𝐠𝐨𝐢𝐧𝐠 𝐭𝐨 𝐭𝐡𝐞 𝐠𝐲𝐦:
𝐄𝐩𝐨𝐜𝐡 = 𝐜𝐨𝐦𝐩𝐥𝐞𝐭𝐢𝐧𝐠 𝐭𝐡𝐞 𝐞𝐧𝐭𝐢𝐫𝐞 𝐰𝐨𝐫𝐤𝐨𝐮𝐭 𝐩𝐥𝐚𝐧 𝐨𝐧𝐜𝐞
𝐈𝐭𝐞𝐫𝐚𝐭𝐢𝐨𝐧 = 𝐝𝐨𝐢𝐧𝐠 𝐨𝐧𝐞 𝐬𝐞𝐭 𝐢𝐧𝐬𝐢𝐝𝐞 𝐭𝐡𝐚𝐭 𝐰𝐨𝐫𝐤𝐨𝐮𝐭
The model becomes stronger with every iteration, and improves overall with more epochs.
Read More: https://telegra.ph/Demystifying-Epochs--Iterations-in-Deep-Learning-11-24
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Amazing NumPy Cheat Sheet Snippet with 100 exercises for practicing the concept to get hands on to clear the coding round in the interviews
#NumPy #codingexams
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This GitHub repo is a gold mine for EVERY data scientist!
(full of hands-on and interactive tutorials)
DS Interactive Python provides several dashboards to interactively learn about statistics, ML models, and other related theoretical concepts!
Some key topics you can understand interactively:
• PCA
• Bagging and boosting
• Linear regression and OLS
• Bayesian and frequentist statistics
• confidence intervals
• clustering (kmeans, spectral clustering, etc.)
• central limit theorem
• neural networks (the backpropagation animation is really good)
• and many more.
Link: https://github.com/GeostatsGuy/DataScienceInteractivePython
/channel/CodeProgrammer
🏷 Data Science Formulas Cheat Sheet
➕ Application of Each Formula
👨🏻💻 This cheat sheet presents important data science concepts along with their formulas.
✅ From key topics in statistics to machine learning and NLP.
✅ And the main formulas that are always needed + real examples for each formula, showing you when and why to use each method.
🌐 #Data_Science #DataScience
/channel/CodeProgrammer 🔰
More Likes Please 🖕
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Lisa can. And she’s challenging YOU to do the same. 👇
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Title: The Seven Steps Of Machine Learning
مقال جميل عن مراحل #تعلم_الآلة مع الشرح المبسط لكل مرحلة.
المصدر: Know_datascience
✳️ ساهم بنمو مجتمعنا من خلال اضافة الاصدقاء او مشاركة المنشور.
PYTHON STRING METHODS
/channel/CodeProgrammer
Title: Video Object Detection with #RetinaNet
📌 RetinaNet is one of the best one-stage object detection models that has proven to work well with dense and small scale objects. For this reason, it has become a popular object detection model to be used with aerial and satellite imagery.
#منشور_علمي يتحدث عن طريقة الكشف عن الاشياء والاغراض برمجيا باستخدام نموذج تعلم عميق يدعى RetinaNet.
source + output 👉: findalexli/object-detection-object-detection-is-an-important-task-in-the-field-of-computer-vision-research-63fdcc006fb1">Medium
💎 قم بالمساهمة في نمو مجتمع The Code Programmer
/channel/CodeProgrammer
Title: Auto-capture Selfie by Detecting Smile using #Python.
🇬🇧 Everyone loves a smiling picture, so we will develop a project which will capture images every time you #smile. This is a simple machine learning project for beginners and we will use #OpenCV library.
✅ Project download link here.
🇸🇦 #مشروع_برمجي لالتقاط الصور اعتمادا على ابتسامة الوجه باستخدام مكتبة #OpenCV، كافة التفاصيل والشروحات والكود متوفرة ضمن المنشور.
✅ رابط تحميل المشروع هنا.By: @CodeProgrammer On Telegram.
Title:Coursera's Deep Learning course Notes by Andrew Ng
ملف pdf يتضمن كافة ملاحظات العم اندرو حول التعلم العميق خلال دورته الشاملة على منصة Coursera.
✅ يمكن تحميل الملف مباشرة في المنشور التالي.
ساهم بنمو مجتمعنا بطريقتك ❤️.
@CodeProgrammer
Title: #Open_CV Tutorial: Quick Guide.
#منشور_برمجي يقدم لك دليل التعامل مع مكتبة #Open_CV عن طريق الشرح المبسط لابرز الجوانب المتعلقة بمعالجة الصور باستخدام هذه المكتبة.
كافة الشروحات والاكواد متوفرة ضمن المنشور.
🔴 انضم لقناة الباحثين البرمجية:
@DataScience_Books
🟢 انضم لمجتمع بايثون العربي:
@PythonArab
🟡 شارك القناة للآخرين:
@CodeProgrammer
Title: Best way to convert #Python file to #Exe.
#منشور_برمجي جميل يشرح فيه عن افضل طريقة لتحويل ملفات #بايثون الى برنامج #exe وذلك باستخدام المكتبة #auto_py_to_exe التي توفر لك واجهة رسومية مريحة لتسهيل الامر لك.
جميع الشروحات والتفاصيل اللازمة والاكواد متوفرة ضمن المنشور.
🔴 انضم لقناة الباحثين البرمجية:
@DataScience_Books
🟢 انضم لمجتمع بايثون العربي:
@PythonArab
🟡 شارك القناة للآخرين:
@CodeProgrammer
Machine Learning cheatsheet (very important)
/channel/CodeProgrammer