About Machine Learning with Python & Scikit-Learn
Step into artificial intelligence. Master machine learning mathematics, feature preprocessing, hyperparameter optimization, ensemble algorithms like Random Forest and XGBoost, and deploy real production prediction APIs using FastAPI.
Scikit-Learn & XGBoost
Build industry-grade predictive models
Feature Engineering
Data preprocessing & dimensionality reduction
API Deployment
Deploy models live with FastAPI & Docker
ML Specialist Diploma
Recognized certification & project portfolio
What You Will Master In This Program:
Complete Syllabus Curriculum
Structured roadmap designed from beginner fundamentals to enterprise production standards.
ML Mathematics & Python Scientific Stack
- Vectors, matrices, dot products, and eigenvalues
- Cost functions, derivatives, and gradient descent intuition
- Scikit-learn pipeline architecture
Data Preprocessing & Feature Engineering
- Handling missing values with SimpleImputer and KNNImputer
- Categorical encoding (OneHot, Target Encoding)
- Feature scaling (MinMax, Robust, Standard)
- Principal Component Analysis (PCA)
Supervised Learning: Regression & Classification
- Linear regression, Ridge, Lasso, ElasticNet regularization
- Logistic regression, Decision trees, and Support Vector Machines (SVM)
- Evaluation metrics: MSE, RMSE, R-squared, F1-Score, ROC-AUC
Ensemble Techniques & Boosting
- Bagging: Random Forest Classifiers and Regressors
- Boosting: AdaBoost, Gradient Boosting, XGBoost, CatBoost
- Cross-validation and Hyperparameter tuning (GridSearchCV, Optuna)
Unsupervised Learning & Recommendation Systems
- K-Means clustering with Elbow method and Silhouette score
- Collaborative filtering recommendation engine
- Anomaly detection with Isolation Forests
Model Packaging & Production API Deployment
- Saving models with Pickle and Joblib
- Building prediction microservices with FastAPI
- Containerizing and deploying to cloud with Docker
🔒 7-Day Money Back Guarantee if not satisfied with course quality.
Choose Your Learning Path & Plan
Recorded self-paced se lekar live classes aur 100% placement assistance tak — apni zaroorat aur budget ke hisab se best plan select karein.
Recorded Video Course
Best for working professionals and self-motivated learners who want full schedule flexibility.
One-time payment • Lifetime LMS access
- 140+ Lessons
- GitHub Code Repositories
- Lifetime LMS
- Certificate
Live Cohort & Mentorship
Real-time instructor guidance, daily doubt clearing sessions, and live interactive production labs.
One-time payment • Complete diploma included
- Live Classes with AI Scientists
- 8 End-to-End ML Projects
- Daily Doubt Clearing
- Verified Diploma
Placement Accelerator Master
Dedicated placement manager, 1-on-1 industry mentorship, unlimited mock rounds, and corporate hiring tie-ups.
One-time payment • Placement guarantee until hired
- Everything in Live
- 100% Placement Guarantee
- 1-on-1 Mentorship
- Direct Interview Lineups
Compare All Plans Side-by-Side
Har plan me kya shamil hai — feature by feature dekhein aur apni zaroorat ke hisab se sahi choice karein.
| Features & Benefits | Recorded Plan | Live Cohort (Popular) | Placement Accelerator |
|---|---|---|---|
| Full 6-Module Complete Syllabus Curriculum | |||
| Lifetime LMS & Study Material Access | |||
| Live Interactive Instructor Cohort Classes | — | ||
| Daily Doubt Resolution & Q&A Sessions | — | ||
| Hands-on Practical Labs & Sandbox Simulators | — | ||
| 1-on-1 Industry Mentorship Calls | — | — | |
| Dedicated Placement Manager & Interview Line-ups | — | — | |
| Unlimited Mock Technical & HR Rounds | — | — | |
| Government Recognized Dual Certification |
Industry Mentors & Instructors
Dr. Kunal Singhania
Chief AI Officer & ML Researcher
Ph.D. in Machine Learning with publications in top conferences, currently advising fintech unicorns on AI adoption.
Frequently Asked Questions
Q. Kya non-technical background ke students bhi ye course join kar sakte hain?
Haan bilkul! Ye course zero level se start hota hai, jisse non-IT background ke students bhi step-by-step master ban sakte hain.
Q. Recorded aur Live plan me kya farak hai?
Recorded plan me aapko HD videos aur lifetime LMS access milta hai. Live plan me senior trainers ke sath live interactive classes, daily doubt clearing aur live projects access milta hai.
Q. Monthly Subscription kaise kaam karti hai?
Aapko pura paisa ek sath dene ki zaroorat nahi hai. Aap har mahine chhota monthly subscription pay karke access maintain rakh sakte hain aur jab chahein pause kar sakte hain.
Q. Placement Guarantee plan me job assistance kaise milti hai?
Hamare 250+ tech partners hain. Placement cell aapka resume optimize karti hai, 1-on-1 mock interviews conduct karti hai, aur direct company interview line-ups karwati hai.
Confused about which plan to pick?
Hamare senior academic counselor se baat karein aur apne career goals ke hisab se best guidance lein.