Medium
Scikit-learn
Learn Scikit-learn by doing — one task at a time.
Master the scikit-learn workflow: pipelines, model selection, tuning and evaluation
40,027 students enrolled4.7★ average rating80% practice
18
Lessons
36
Practice tasks
Medium
Level
~4 weeks
Duration
Included
Certificate
Learning roadmap
A guided path from your first task to a portfolio-ready project.
Scikit-learn Basics
3 lessons- Installing and Loading Datasets
- Exploring Data with Pandas & NumPy
- First Model with k-Nearest Neighbors
Supervised Learning
3 lessons- Linear Regression and Evaluation Metrics
- Classification with Logistic Regression
- Decision Trees and Random Forests
Model Evaluation
3 lessons- Train-Test Split and Cross-Validation
- Confusion Matrices and ROC Curves
- Regression Metrics Deep Dive
Preprocessing & Pipelines
3 lessons- Feature Scaling and Encoding
- Building Pipelines with ColumnTransformer
- Caching and Custom Transformers
Hyperparameter Tuning
3 lessons- GridSearchCV and RandomizedSearchCV
- Nested Cross-Validation
- Model Selection Best Practices
Capstone Project
3 lessons- End-to-End Pipeline on Housing Data
- Model Tuning and Ensemble
- Final Evaluation and Export
What do students say of us?
4.7★average rating · 40,027 students enrolled
“Short lessons, then a real task right away. I finally stopped watching tutorials and started doing.”
Sofia R.
Career switcher
“The auto-checked tasks kept me honest. I could feel the progress every single day.”
Daniel K.
Junior developer
“I did one module per evening after work. Six weeks later I was using it on the job.”
Amira B.
Analyst
اختر خطتك
وصول غير محدود لكل الدورات، +500 مهمة تدريبية ومرشدك الشخصي بالذكاء الاصطناعي (AI).
الأفضل قيمة
سنوي (Yearly)
$299.88$98.99
$8.25/شهرياً · يُدفع مقدماً
- وصول غير محدود لكل الدورات
- +500 مهمة تدريبية
- مرشد ذكاء اصطناعي شخصي (AI mentor)
- مراجعة السيرة وLinkedIn
- تحضير للمقابلات
- إرشاد في المسار المهني
ضمان استرداد 14 يوماًدفع آمنوصول فوري
أسئلة شائعة
إنسكيل أكاديمي منصة للمبتدئين تُتقن فيها المهارات المطلوبة مع 80% تدريب عملي. لا دروس فيديو بلا نهاية — تتعلّم بالممارسة من أول درس، مع تغذية راجعة فورية على كل مهمة.