Enhancing Malaria Detection with Tiny Object Detection in Deep Learning
Iโve implemented a CNN-based malaria detection model, but detecting tiny infected red blood cells (RBCs) remains a challenge due to low contrast and scale variations in blood smear images.
To further improve accuracy, I plan to integrate Tiny Object Detection techniques, such as:
๐น Feature Pyramid Networks (FPN) for better multi-scale feature extraction
๐น Attention mechanisms to enhance focus on infected RBCs
๐น Super-resolution methods for improved image clarity
Check out my current implementation on GitHub: https://github.com/epythonlab2/malaria_detection
Looking forward to exploring more advanced techniques in AI-powered healthcare! Letโs discussโwhat are your thoughts? ๐
Iโve implemented a CNN-based malaria detection model, but detecting tiny infected red blood cells (RBCs) remains a challenge due to low contrast and scale variations in blood smear images.
To further improve accuracy, I plan to integrate Tiny Object Detection techniques, such as:
๐น Feature Pyramid Networks (FPN) for better multi-scale feature extraction
๐น Attention mechanisms to enhance focus on infected RBCs
๐น Super-resolution methods for improved image clarity
Check out my current implementation on GitHub: https://github.com/epythonlab2/malaria_detection
Looking forward to exploring more advanced techniques in AI-powered healthcare! Letโs discussโwhat are your thoughts? ๐
โค3๐1
Introduction to dictionaries for beginners https://www.youtube.com/watch?v=C3QVeLXMiRI
YouTube
Data Manipulation with Dictionaries in Python
Welcome to day 16 of the python for beginners tutorial. In this tutorial, you will learn the dictionary and it's python methods.
If you missed the previous day's tutorial, take a look at the playlist of this link
https://bit.ly/3sMHrH1
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If you missed the previous day's tutorial, take a look at the playlist of this link
https://bit.ly/3sMHrH1
-----------------โฆ
Learn more about Functions in Python ๐ข for beginners with examples
https://www.youtube.com/watch?v=DlTJbaVHM3c
https://www.youtube.com/watch?v=DlTJbaVHM3c
YouTube
Python for Beginners - Functions in Python
Hey guys, welcome to day 6 of the Python for beginners tutorial. On day 6, you will learn basic functions in Python.
You will learn user-defined and built-in functions in Python.
If you missed the previous day's tutorial, take a look at the playlist of thisโฆ
You will learn user-defined and built-in functions in Python.
If you missed the previous day's tutorial, take a look at the playlist of thisโฆ
๐ Time Vs. Space Complexity | What's the difference? https://youtu.be/msVKyUnOjOU
Learn More About Algorithmic Thinking:
If you're interested in diving deeper into algorithmic problem-solving, check out these additional tutorials:
๐ Bubble Sort Algorithm Explained! Python Implementation & Step-by-Step Guide
https://www.youtube.com/watch?v=x6WGF8zDWZA
๐ Linear Search Algorithm: https://www.youtube.com/watch?v=f0KsENxdTGI
๐ Binary Search Algorithm: https://www.youtube.com/watch?v=_MjGCuwFDuw
๐ Support My Work:
๐ Send a thanks gift or become a member: https://www.youtube.com/channel/UCsFz0IGS9qFcwrh7a91juPg/join
๐ฌ Join Our Telegram Discussion Group: https://t.me/epythonlab
Learn More About Algorithmic Thinking:
If you're interested in diving deeper into algorithmic problem-solving, check out these additional tutorials:
๐ Bubble Sort Algorithm Explained! Python Implementation & Step-by-Step Guide
https://www.youtube.com/watch?v=x6WGF8zDWZA
๐ Linear Search Algorithm: https://www.youtube.com/watch?v=f0KsENxdTGI
๐ Binary Search Algorithm: https://www.youtube.com/watch?v=_MjGCuwFDuw
๐ Support My Work:
๐ Send a thanks gift or become a member: https://www.youtube.com/channel/UCsFz0IGS9qFcwrh7a91juPg/join
๐ฌ Join Our Telegram Discussion Group: https://t.me/epythonlab
๐3
Python is easy to learn ... but Hard to Master!
https://youtu.be/M7EwUvApaNU
https://youtu.be/M7EwUvApaNU
โค4
Parameters vs positional arguments? https://www.youtube.com/watch?v=K-u3vndXulg
Functions in Python ๐ข for beginners with examples
https://www.youtube.com/watch?v=DlTJbaVHM3c
Local and global scope of functions https://www.youtube.com/watch?v=jJv-aFaddNw
Functions in Python ๐ข for beginners with examples
https://www.youtube.com/watch?v=DlTJbaVHM3c
Local and global scope of functions https://www.youtube.com/watch?v=jJv-aFaddNw
โค2
Pandas vs Polars: Which Python DataFrame Library is Better?https://www.youtube.com/watch?v=H3BWwQPCHYs
YouTube
Pandas vs Polars: Which Python DataFrame Library is Better?
Pandas vs. Polars: Polars vs. pandas: What's the Difference? Which DataFrame library should you use in Python? In this in-depth comparison, we test their speed, memory usage, and performance with real-world code examples. See how Polars outperforms Pandasโฆ
๐ ๐๐๐ฃ๐๐๐จ ๐ซ๐จ. ๐๐ค๐ก๐๐ง๐จ: ๐๐๐ ๐๐ก๐ฉ๐๐ข๐๐ฉ๐ ๐ฟ๐๐ฉ๐๐๐ง๐๐ข๐ ๐๐๐ค๐ฌ๐๐ค๐ฌ๐ฃ! ๐ฅ
๐๐๐ฃ๐๐๐จ ๐๐๐จ ๐๐๐๐ฃ ๐ฉ๐๐ ๐๐ค-๐ฉ๐ค ๐ก๐๐๐ง๐๐ง๐ฎ ๐๐ค๐ง ๐๐๐ฉ๐ ๐ข๐๐ฃ๐๐ฅ๐ช๐ก๐๐ฉ๐๐ค๐ฃ ๐๐ฃ ๐๐ฎ๐ฉ๐๐ค๐ฃ. ๐ฝ๐ช๐ฉ ๐ฃ๐ค๐ฌ, ๐๐ค๐ก๐๐ง๐จ ๐๐จ ๐ข๐๐ ๐๐ฃ๐ ๐ฌ๐๐ซ๐๐จ ๐๐จ ๐ ๐๐๐๐-๐ฅ๐๐ง๐๐ค๐ง๐ข๐๐ฃ๐๐ ๐๐ก๐ฉ๐๐ง๐ฃ๐๐ฉ๐๐ซ๐.
So, which one should you use? Letโs compare!
Check this out https://www.youtube.com/watch?v=H3BWwQPCHYs
๐๐๐ฃ๐๐๐จ ๐๐๐จ ๐๐๐๐ฃ ๐ฉ๐๐ ๐๐ค-๐ฉ๐ค ๐ก๐๐๐ง๐๐ง๐ฎ ๐๐ค๐ง ๐๐๐ฉ๐ ๐ข๐๐ฃ๐๐ฅ๐ช๐ก๐๐ฉ๐๐ค๐ฃ ๐๐ฃ ๐๐ฎ๐ฉ๐๐ค๐ฃ. ๐ฝ๐ช๐ฉ ๐ฃ๐ค๐ฌ, ๐๐ค๐ก๐๐ง๐จ ๐๐จ ๐ข๐๐ ๐๐ฃ๐ ๐ฌ๐๐ซ๐๐จ ๐๐จ ๐ ๐๐๐๐-๐ฅ๐๐ง๐๐ค๐ง๐ข๐๐ฃ๐๐ ๐๐ก๐ฉ๐๐ง๐ฃ๐๐ฉ๐๐ซ๐.
So, which one should you use? Letโs compare!
Check this out https://www.youtube.com/watch?v=H3BWwQPCHYs
๐ก Researchers & Beginners in Python!
This step-by-step guide walks you through installing and setting up Python on Windows using the Microsoft Store, along with VS Code setup to get you coding in no time!
๐ https://www.youtube.com/watch?v=EGdhnSEWKok
Like & share if you found this helpful!
#PythonForResearch #PythonSetup #DataScience #AI #MachineLearning #CodingForBeginners #ResearchTools #Academia #PythonOnWindows
This step-by-step guide walks you through installing and setting up Python on Windows using the Microsoft Store, along with VS Code setup to get you coding in no time!
๐ https://www.youtube.com/watch?v=EGdhnSEWKok
Like & share if you found this helpful!
#PythonForResearch #PythonSetup #DataScience #AI #MachineLearning #CodingForBeginners #ResearchTools #Academia #PythonOnWindows
YouTube
How to Install Python & VSCode on Windows (Step-by-Step)
Want to start coding in Python on Windows? This beginner-friendly guide walks you through the setup processโfrom installing Python and VS Code to writing your first Python script. ๐ Whether you're a beginner or switching to Python, this tutorial makes itโฆ
๐2
Forwarded from Epython Lab
The difference between break and continue statements https://www.youtube.com/watch?v=OMK61WQazxs&list=PL0nX4ZoMtjYFwa6WIlGqs8g3EBTYt1k7y&index=10
YouTube
What does Break and Continue Statements do in Python
In this video, I'll explain what the break and continue statements do in Python, and how you can use them to control the flow of loops.
I'll show you some examples of how to use these statements, and I'll explain the different ways they can be used.
By theโฆ
I'll show you some examples of how to use these statements, and I'll explain the different ways they can be used.
By theโฆ
I would like to invite someone who are working as a Python developer and willing to share his/her experience for others as a question and answer. Just message to @ruthas.
Top 3 Python Mistakes Beginners Make (and How to Avoid Them)
https://youtu.be/vhG2GNZ4Bc8
https://youtu.be/vhG2GNZ4Bc8
YouTube
Top 3 Python Mistakes Beginners Make (and How to Avoid Them)
This video explores the top 3 common mistakes that Python beginners often encounter and provides practical solutions to avoid them. Whether you're new to programming or looking to refine your Python skills, understanding these pitfalls is crucial for yourโฆ
๐3
15 ๐ฝ๐๐จ๐ฉ ๐๐ฎ๐ฉ๐๐ค๐ฃ ๐ผ๐/ ๐๐๐๐๐๐ฃ๐ ๐๐๐๐ง๐ฃ๐๐ฃ๐ ๐๐ง๐ค๐๐๐๐ฉ๐จ ๐ฉ๐ค ๐ฝ๐ค๐ค๐จ๐ฉ ๐๐ค๐ช๐ง ๐๐ ๐๐ก๐ก๐จ https://medium.com/p/96677345b57d
Medium
Best Python Machine Learning Projects to Boost Your Skills
JOIN FOR MORE RESOURCES
Top 10 Pandas Functions to Filter Data Like a Pro (Step-by-Step Guide)
https://medium.com/@epythonlab/top-10-pandas-functions-to-filter-data-like-a-pro-step-by-step-guide-536ac28cac7a
https://medium.com/@epythonlab/top-10-pandas-functions-to-filter-data-like-a-pro-step-by-step-guide-536ac28cac7a
Medium
Top 10 Pandas Functions to Filter Data Like a Pro (Step-by-Step Guide)
Filtering data is one of the most crucial tasks in any data analysis process, especially when using pandas, Pythonโs most popular dataโฆ
Linear Algera is the backbone of machine learning https://youtu.be/BNa2s6OtWls
YouTube
Linear Algebra in Python with SciPy and NumPy: Step by Step
In this video, you will learn how to use SciPy and NumPy to solve problems related to vectors, matrices, eigenvalues, eigenvectors, and linear equations.
Chapters:
0:00 Day 1: Solve vectors with SciPy
7:39 Day 2: Solve Matrices with SciPy
21:55 Day 3: Solveโฆ
Chapters:
0:00 Day 1: Solve vectors with SciPy
7:39 Day 2: Solve Matrices with SciPy
21:55 Day 3: Solveโฆ
Step-by-step guide to code debugging in VSCode
https://www.youtube.com/watch?v=cJFYnHtEy1M
https://www.youtube.com/watch?v=cJFYnHtEy1M
YouTube
Step-by-Step Guide to Debugging in VS Code
Debugging Python code effectively involves understanding the tools and techniques that can help you identify and fix issues. Using the built-in debugger in VS Code is a powerful way to accomplish this. Below is a guide on how to use the VS Code debugger toโฆ
โค3
Python Automation: Automatic File Organization https://youtu.be/JN-7zhAUbA4
YouTube
Python Automation: Automatic File Organization Script
Python automation tutorial. In this tutorial, you will learn and understand the logic behind python automation task.
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๐ฐDonate to us at https://donorbox.org/donate-epythonlabโฆ
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๐ฐDonate to us at https://donorbox.org/donate-epythonlabโฆ
โค2๐2
How to schedule python scripts to run automatically while you sleep https://www.youtube.com/watch?v=Stnuexbck7E
YouTube
How to Schedule Python Scripts to Run Automatically | Python Automation
๐ Want to automate tasks using Python? In this tutorial, youโll learn how to schedule Python scripts to run automatically using three different methods:
โ Using the schedule Library โ Best for simple automation within Python
โ Using Windows Task Schedulerโฆ
โ Using the schedule Library โ Best for simple automation within Python
โ Using Windows Task Schedulerโฆ
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