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Perfect channel to learn Data Analytics, Data Sciene, Machine Learning & Artificial Intelligence Admin: @coderfun
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Red:📈 Análisis del canal de Telegram Machine Learning & Artificial Intelligence | Data Science Free Courses
El canal Machine Learning & Artificial Intelligence | Data Science Free Courses (@datasciencefree) en el segmento lingüístico de Inglés es un actor destacado. Actualmente la comunidad reúne a 68 655 suscriptores, ocupando la posición 2 396 en la categoría Educación y el puesto 416 en la región Malasia.
📊 Métricas de audiencia y dinámica
Desde su creación el невідомо, el proyecto ha mostrado un crecimiento acelerado, reuniendo a 68 655 suscriptores.
Según los últimos datos del 22 octubre, 2026, el canal mantiene una actividad estable. En los últimos 30 días la variación de miembros fue de 270, y en las últimas 24 horas de -5, conservando un alto alcance.
- Estado de verificación: No verificado
- Tasa de interacción (ER): El promedio de interacción de la audiencia es 3.64%. Durante las primeras 24 horas tras publicar, el contenido suele obtener 1.03% de reacciones respecto al total de suscriptores.
- Alcance de las publicaciones: Cada publicación recibe en promedio 2 501 visualizaciones. En el primer día suele acumular 705 visualizaciones.
- Reacciones e interacción: La audiencia responde de forma activa: el promedio de reacciones por publicación es 4.
- Intereses temáticos: El contenido se centra en temas clave como sellerflash, waybienad, pricing, buybox, buyer.
📝 Descripción y política de contenido
El autor describe el recurso como un espacio para expresar opiniones subjetivas:
“Perfect channel to learn Data Analytics, Data Sciene, Machine Learning & Artificial Intelligence
Admin: @coderfun”
Gracias a la alta frecuencia de actualizaciones (últimos datos recibidos el 23 octubre, 2026), el canal mantiene la vigencia y un amplio alcance. La analítica demuestra que la audiencia interactúa activamente con el contenido, lo que lo convierte en un punto de referencia dentro de la categoría Educación.
68 655
Suscriptores
-524 horas
+137 días
+27030 días
Archivo de publicaciones
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
✅ 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
