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Perfect channel to learn Data Analytics, Data Sciene, Machine Learning & Artificial Intelligence Admin: @coderfun
Show more📈 Analytical overview of Telegram channel Machine Learning & Artificial Intelligence | Data Science Free Courses
Channel Machine Learning & Artificial Intelligence | Data Science Free Courses (@datasciencefree) in the English language segment is an active participant. Currently, the community unites 66 672 subscribers, ranking 2 475 in the Education category and 435 in the Malaysia region.
📊 Audience metrics and dynamics
Since its creation on невідомо, the project has demonstrated rapid growth, gathering an audience of 66 672 subscribers.
According to the latest data from 18 June, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 676 over the last 30 days and by 20 over the last 24 hours, overall reach remains high.
- Verification status: Not verified
- Engagement rate (ER): The average audience engagement rate is 1.12%. Within the first 24 hours after publication, content typically collects 1.51% reactions from the total number of subscribers.
- Post reach: On average, each post receives 750 views. Within the first day, a publication typically gains 1 007 views.
- Reactions and interaction: The audience actively supports content: the average number of reactions per post is 5.
- Thematic interests: Content is focused on key topics such as sellerflash, waybienad, pricing, buybox, buyer.
📝 Description and content policy
The author describes the resource as a platform for expressing subjective opinions:
“Perfect channel to learn Data Analytics, Data Sciene, Machine Learning & Artificial Intelligence
Admin: @coderfun”
Thanks to the high frequency of updates (latest data received on 19 June, 2026), the channel maintains relevance and a high level of publication reach. Analytics show that the audience actively interacts with content, making it an important point of influence in the Education category.
66 672
Subscribers
+2024 hours
+1517 days
+67630 days
Posts Archive
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
✅ Complete Machine Learning Roadmap (Step-by-Step) 🤖📚
1️⃣ Learn Python for ML
• Variables, functions, loops, data structures
• Libraries: NumPy, Pandas, Matplotlib, Seaborn
2️⃣ Understand Core Math Concepts
• Linear Algebra: Vectors, matrices, dot product
• Statistics: Mean, median, variance, distributions
• Probability: Bayes theorem, conditional probability
• Calculus (basic): Derivatives gradients
3️⃣ Data Preprocessing
• Handling missing values
• Encoding categorical variables
• Feature scaling (Standardization/Normalization)
• Outlier detection
4️⃣ Exploratory Data Analysis (EDA)
• Visualizations: histograms, box plots, pair plots
• Correlation matrix
• Feature selection techniques
5️⃣ Learn ML Concepts
• Supervised learning: Regression, classification
• Unsupervised learning: Clustering, dimensionality reduction
• Semi-supervised Reinforcement Learning (advanced)
6️⃣ Key Algorithms to Master
• Linear Logistic Regression
• Decision Trees Random Forest
• K-Nearest Neighbors (KNN)
• Support Vector Machines (SVM)
• Naive Bayes
• K-Means Clustering
• PCA (Dimensionality Reduction)
• Gradient Boosting (XGBoost, LightGBM, CatBoost)
7️⃣ Model Evaluation
• Accuracy, Precision, Recall, F1 Score
• Confusion Matrix
• ROC-AUC, Cross-Validation
• Bias-Variance Tradeoff
8️⃣ Learn scikit-learn
• Pipelines, GridSearchCV
• Preprocessing, training, evaluation
• Model tuning saving models
9️⃣ Projects to Build
• House price prediction
• Spam email classifier
• Credit card fraud detection
• Iris flower classifier
• Customer segmentation
🔟 Go Beyond Basics
• Time series forecasting
• NLP basics with TF-IDF, bag of words
• Ensemble models
• Explainable ML (SHAP, LIME)
1️⃣1️⃣ Deployment
• Streamlit, Flask APIs
• Deploy on Hugging Face Spaces, Heroku, Render
1️⃣2️⃣ Keep Growing
• Follow Kaggle competitions
• Read papers from arXiv
• Stay updated on ML trends
💼 Pro Tip: Learn by doing — apply every algorithm to real datasets and explain your results!
💬 Tap ❤️ for more!
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
OnSpace Mobile App builder: Build AI Apps in minutes
👉https://www.onspace.ai/agentic-app-builder?via=tg_webdsf
With OnSpace, you can build AI Mobile Apps by chatting with AI, and publish to PlayStore or AppStore.
What will you get:
- Create app by chatting with AI;
- Integrate with Any top AI power just by giving order (like Sora2, Nanobanan Pro & Gemini 3 Pro);
- Download APK,AAB file, publish to AppStore.
- Add payments and monetize like in-app-purchase and Stripe.
- Functional login & signup.
- Database + dashboard in minutes.
- Full tutorial on YouTube and within 1 day customer service
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
