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DATA SCIENCE LONG-TERM PROGRAM

Data Science & ML Course

From data wrangling to models that survive production.

DURATION
6 months
FEE
₹49,999
PAYMENT
₹10,000 × 6
FORMAT
Live · online
APPLY / ENROL NOW DOWNLOAD SYLLABUS
✓ Live mentor-led classes✓ Lifetime recordings✓ Certificate + placement support
Data Science & ML course at Careers Ninza

About the Data Science & ML course

Six months covering the full path: statistics and Python, feature engineering, model training and evaluation, then the deployment and monitoring most courses skip.

Every module is anchored to a business decision the model is supposed to improve — churn, pricing, demand, risk — so you can explain value, not just accuracy.

Who this program is for

If two or more of these describe you, this is the right course.

Analysts moving from reporting into modelling
Engineers adding machine learning to their skill set
Domain experts in finance, retail or healthcare using their data
Graduates targeting data scientist roles
Managers who commission models and need to judge them

What you will learn

1 Python and statistics for real, messy datasets
2 Feature engineering that beats model tinkering
3 Train and evaluate regression, classification and tree ensembles
4 Avoid leakage, drift and the accuracy trap
5 Build forecasting and recommendation baselines
6 Deploy, monitor and retrain a model in production

Data Science & ML syllabus

6 modules, each taught live and reviewed by a mentor.

1 Foundations View
Python, NumPy, Pandas
Statistics and hypothesis testing
EDA and data quality
2 Feature engineering View
Encoding, scaling, interactions
Time-based and aggregate features
Leakage detection
3 Modelling View
Linear and logistic models
Trees, random forests, boosting
Cross-validation and tuning
4 Evaluation and communication View
Metric choice per business problem
Explainability with SHAP
Reporting to stakeholders
5 Specialised tracks View
Forecasting
Recommendation
NLP with transformers
6 MLOps and capstone View
Packaging and serving a model
Monitoring, drift and retraining
Full capstone with business memo

Tools you will work in

PythonPandas / NumPyscikit-learnXGBoostSQLMLflowDockerJupyter

What you walk out with

OUTCOME
Three end-to-end ML projects
OUTCOME
A deployed and monitored model
OUTCOME
A business memo per project

Roles this prepares you for

Salary depends on your city, experience and the strength of your project, so we do not publish package figures we cannot substantiate.

Data scientistMachine learning engineerApplied scientistAnalytics consultant

Fees and payment

TOTAL PROGRAM FEE
₹49,999
All inclusive. No registration or material charges.
PAYMENT PLAN
₹10,000 × 6
No interest, no processing fee. First instalment at enrolment.
✓  Live classes with a working practitioner
✓  Lifetime access to every recording
✓  Weekly doubt-clearing session
✓  Certified project reviewed by a mentor
✓  Rejoin any future batch free if you fall behind

Data Science & ML training across India

Batches are live online, so learners join from every state. These are the cities we hear from most — each has its own page with local batch and fee details.

See all locations across India →

Data Science & ML — frequently asked questions

Still unsure? Call an advisor on +91 90888 39993.

What is the Data Science & ML course fee in India?+

The Data Science & ML course fee at Careers Ninza is ₹49,999, inclusive of everything. You can pay it as ₹10,000 × 6 under our No-Cost EMI plan, with no interest and no processing charge. The fee covers all live classes, lifetime recordings, weekly doubt-clearing sessions, assessments, the mentor-reviewed capstone project and placement assistance.

Is Data Science & ML available online across India?+

Yes. Every batch runs live online, so you can join Data Science & ML from anywhere in India. We currently have students from Kolkata, Asansol, Durgapur, Siliguri, Howrah, Gwalior, Patna, Ranchi, Bhubaneswar, Guwahati, Pune, Mumbai and many other cities, plus learners outside India. On-site delivery is available in Kolkata, Asansol and Durgapur, and on request in other cities for corporate or campus groups.

How long is the Data Science & ML course and what is the weekly time commitment?+

Data Science & ML runs for 6 months. Plan on six to eight hours a week: two live weekday evening sessions plus project work, with occasional weekend workshops. Working professionals complete it without taking leave.

Do I need prior experience to join Data Science & ML?+

Beginner to job-ready. The course starts from first principles and the mentor calibrates pace to the batch. Basic comfort with a computer is enough; no prior coding background is assumed. If a specific prerequisite genuinely matters for your goal, the advisor will tell you honestly on the counselling call rather than take the enrolment.

Who teaches Data Science & ML?+

A working practitioner in the field, not a full-time trainer. Careers Ninza has more than 100 industry mentors who teach while still doing the job, so the examples come from current work rather than a textbook. You can ask which mentor is assigned to your batch before enrolling, or meet them at a free live masterclass.

What will I build during the Data Science & ML course?+

One real capstone project, scoped in the first fortnight and carried through every module: three end-to-end ML projects. It is reviewed by your mentor with written feedback, and it is what interviewers or clients actually discuss with you afterwards.

Is the Data Science & ML certificate recognised?+

You receive a verifiable Careers Ninza industry certificate with a unique ID and a public verification link, issued by Ninza Career Solutions Pvt. Ltd. once your project is accepted. It is an industry certificate, not a government-accredited degree or diploma, and we say so plainly. Its weight comes from the reviewed project behind it.

Does Data Science & ML include placement support?+

Yes. Long-term programs include portfolio review, resume and LinkedIn clinics, mock interviews with working professionals, and referrals to our hiring partner network, for twelve months after completion. There is no success fee and no income-share agreement. We do not guarantee employment, and we would be cautious of any institute that does.

What career roles does Data Science & ML prepare me for?+

Data scientist, Machine learning engineer, Applied scientist, Analytics consultant. Salary depends on your city, prior experience and the strength of your project, so we do not publish package figures we cannot substantiate; an advisor will give you an honest band for your target role and city.

What if I miss classes or fall behind in Data Science & ML?+

Every session is recorded and stays yours for life. There is a weekly doubt-clearing slot where you can bring your own work, and if you fall too far behind you may rejoin any future batch of Data Science & ML free of charge, with no conditions.

How is Data Science & ML at Careers Ninza different from a recorded online course?+

It is live and never pre-recorded. There is no cheaper self-paced tier, because removing the live class removes the reason the course works. Batches are capped so a quiet student still gets asked questions, and the mentor reviews your project personally rather than auto-marking a quiz.

Can I see a Data Science & ML class before paying?+

Yes. Careers Ninza runs free live masterclasses every week. Reserve a seat, watch a practitioner teach for ninety minutes, ask questions, and then decide. To enrol or to ask which batch suits you, call +91 90888 39993 or message us on WhatsApp.

How do I enrol in Data Science & ML?+

Call +91 90888 39993, email [email protected], or send an enquiry on WhatsApp from this page. An advisor confirms whether Data Science & ML fits your goal, then sends written confirmation of your batch, the fee and No-Cost EMI of ₹10,000 × 6. Seats are capped, so batches close once full.

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Seats in every batch are capped

Talk to an advisor for fifteen minutes. We will tell you whether Data Science & ML fits your goal — or which program does instead.

APPLY NOW CALL +91 90888 39993