@datascibykashi: 🚀 10 End-to-End Machine Learning Projects Every Data Scientist Should Build Want to build a job-ready portfolio? These projects cover the complete ML pipeline, from data collection to deployment. ### 1️⃣ House Price Prediction 🏠 Predict property prices using regression models. ### 2️⃣ Customer Churn Prediction 📉 Identify customers who are likely to leave a business. ### 3️⃣ Credit Card Fraud Detection 💳 Detect fraudulent transactions using classification algorithms. ### 4️⃣ Loan Approval Prediction 🏦 Predict whether a loan application should be approved. ### 5️⃣ Employee Attrition Prediction 👨‍💼 Analyze which employees are likely to resign. ### 6️⃣ Sales Forecasting 📈 Forecast future sales using historical business data. ### 7️⃣ Sentiment Analysis 😊 Classify customer reviews, tweets, or comments as positive, negative, or neutral. ### 8️⃣ Movie Recommendation System 🎬 Recommend personalized movies based on user preferences. ### 9️⃣ Medical Disease Prediction 🏥 Predict diseases using patient symptoms and medical records. ### 🔟 Fake News Detection 📰 Classify news articles as real or fake using Natural Language Processing (NLP). ### 🛠 End-to-End ML Workflow ✅ Problem Definition ✅ Data Collection ✅ Data Cleaning & Preprocessing ✅ Exploratory Data Analysis (EDA) ✅ Feature Engineering ✅ Model Selection ✅ Model Training ✅ Hyperparameter Tuning ✅ Model Evaluation ✅ Deployment (Streamlit, FastAPI, Flask) ✅ Monitoring & Improvement ### 💻 Essential Tools 🐍 Python 📊 Pandas & NumPy 📈 Matplotlib & Plotly 🤖 Scikit-learn 🧠 TensorFlow / PyTorch 🗄️ SQL ☁️ Streamlit / FastAPI 🐳 Docker 🌐 Git & GitHub 💡 Don't just build a model. Build a complete solution that collects data, makes predictions, deploys the application, and solves a real-world problem. #MachineLearning #DataScience #Python #AI #MLProjects

Data Scientist | Kashi

Open In TikTok:

Region: PK

Tuesday 30 June 2026 12:09:23 GMT