SoftPro9 runs Machine Learning Engineering training as live online batches taught from our Bangalore centre, for learners in Infopark Kakkanad, Ernakulam and across central Kerala.
Last updated: 28 October 2026
Kochi's logistics, tourism and healthcare data suit practical forecasting and classification projects, useful for both Infopark and Gulf roles. The course is split into three levels. You can join at the level that matches your experience after a short assessment at counselling.
Kochi practice: Container and shipping data for logistics analytics.
Kochi practice: Malayalam text in multilingual exercises.
Kochi practice: Gulf formats (AED, SAR, 5% VAT) for learners heading to the GCC.
Freshers usually start in junior or support versions of these roles.
Machine Learning Engineering – full course details and fee →
Every tool below is used hands-on in class or in a project, not just mentioned on a slide.
A credit-risk model with tuned gradient boosting, SHAP explanations and a fairness check
A product recommender system evaluated against a popularity baseline
An image classifier fine-tuned from a pretrained CNN
A capstone model served through a FastAPI endpoint in Docker, with MLflow tracking and drift monitoring
Kochi project: A container dwell-time prediction model for a Kochi logistics firm, using data and conventions from Kochi.
New batches start every Monday and Thursday, with no more than 15 learners in each. Weekday class slots in IST: 7 AM / 7:30 PM / 9 PM. Weekend slots: 10:30 AM / 10:30 PM.
Evening batches suit Infopark working hours; learners preparing for Gulf moves often take the fast track.
| Start date | Course | Mode | Batch size |
|---|---|---|---|
| Thu, 29 Oct 2026 | Machine Learning (all levels) | Live online | Up to 15 |
| Mon, 2 Nov 2026 | Machine Learning (all levels) | Live online | Up to 15 |
| Thu, 5 Nov 2026 | Machine Learning (all levels) | Live online | Up to 15 |
| Mon, 9 Nov 2026 | Machine Learning (all levels) | Live online | Up to 15 |
Message us with the start date and slot you want, and we will confirm your seat.
Machine learning is the part of AI where software learns patterns from data instead of following hand-written rules. A trained model can score a loan application, recommend a product, flag a faulty part or forecast demand, and it improves as it sees more data.
This course goes deeper into the engineering side than a general data science course: how algorithms work under the hood, how to tune and validate them properly, and how to ship, monitor and retrain models in production with MLOps tools such as MLflow, DVC, Docker and cloud ML platforms.
Kochi's technology jobs centre on Infopark in Kakkanad and SmartCity Kochi, alongside a port and logistics economy built around the Vallarpadam container terminal. Kerala also sends many professionals to Gulf employers, so Kochi learners often prepare for both local and GCC roles.
Infopark and SmartCity
Port and logistics
Tourism and healthcare
Gulf employers
Generic courses use generic datasets, and interviewers notice. Our exercises include:
| Your background | Start with | Why |
|---|---|---|
| Software developer | Full course | Your engineering habits are what MLOps needs |
| Data analyst with Python | Algorithms, then MLOps | Move from reporting to models that run in production |
| Engineering / maths graduate | Full course | The maths module will be a quick refresher |
| New to programming | Python first | ML assumes you are comfortable writing Python |
| Mainly interested in ChatGPT-style apps | Artificial Intelligence course | That course focuses on LLMs, RAG and agents |
Common pairings: Machine Learning + Python (if you are new to coding), Machine Learning + Artificial Intelligence (for generative AI roles), and Machine Learning + DevOps (for MLOps-heavy roles). Learn one course well before adding a second.
Master the maths and ml foundations before moving on.
Build and publish your projects, including the Kochi capstone.
Apply for entry roles such as machine-learning engineer or ml / mlops engineer with employers like the infopark and smartcity above.
Honest note: freshers usually start in junior or trainee roles, and salaries in Kochi vary too widely for a headline figure. Ask us which openings we are seeing.
There is no single official machine-learning certification. Cloud vendors run optional exams such as AWS Certified Machine Learning Engineer – Associate, Google Cloud Professional Machine Learning Engineer and Microsoft Azure Data Scientist Associate (DP-100); they are paid directly to the vendor and are not part of our fee. SoftPro9 issues a course completion certificate. Employers mainly judge ML candidates on deployed projects and how well they explain their modelling choices.
A 2026 syllabus: look for Docker, Kubernetes (intro), AWS SageMaker, Google Vertex AI, not only the basics.
Projects on your own accounts, a trainer you can meet first, and a published fee with nothing hidden.
No "global certification" or "100% placement" claims: vendors run their own exams, and nobody can promise a job.
Taught from Bangalore
Live, with recordings and reviews
Interview preparation
| Area | Where | Most learners choose |
|---|---|---|
| Kakkanad (Infopark, SmartCity) | East Kochi | Live online, evening slots after work |
| Ernakulam, Edappally, Kaloor, Vyttila | Central Kochi | Live online |
| Fort Kochi, Mattancherry, Aluva | Kochi | Live online, weekend batches |
| Thrissur, Kottayam, Alappuzha | Central Kerala | Live online |
Kochi batches are live online, so learners across central Kerala can join without relocating.
Kochi batches are live online. They are run from our Bangalore centre, which you are welcome to visit if you are ever in the city.
SoftPro9 IT Services – Bangalore
22/1, Opp Infosys, BHBCS Layout, BTM Layout 2nd Stage, BTM Layout, Bengaluru, Karnataka – 560076
Phone: +91 95354 51414
We are in BTM Layout 2nd Stage, opposite the Infosys office. The nearest metro is Jayadeva Hospital station, about a 10-minute walk away, and BMTC buses on the Outer Ring Road and Bannerghatta Road stop nearby.
Monday–Friday 9:30 AM–7:30 PM · Saturday 9:30 AM–3:30 PM · Sunday closed
The current training fee is listed on the Machine Learning Engineering course page: /course/machine-learning-ml-training-course. It covers live classes, the practice environment, projects and interview preparation. Any cloud ML certification exam is optional, not included, and paid directly to the exam provider.
Data Science covers the whole workflow from analysis to modelling and communication. Machine Learning goes deeper into algorithms, tuning and putting models into production with MLOps.
School-level maths is enough to start. We teach the linear algebra, calculus and probability that ML relies on, with code and intuition rather than proofs.
Yes. You track experiments with MLflow, version data with DVC, serve models with FastAPI and Docker, and monitor drift.
No. Deep-learning exercises run in GPU-enabled cloud notebooks we provide.
No. Kochi learners join live online batches taught from Bangalore, with recordings and a 15-learner cap.
The skills are the same; we add Gulf-style datasets and resume guidance, but we do not arrange visas or guarantee jobs.
New Machine Learning batches start every Monday and Thursday. See the batch table on this page for the next dates and IST class slots.
No. We provide interview preparation, resume help and referrals to openings we hear about in Kochi, but no institute can honestly guarantee a job.
Tell us your degree, your current job (if any) and where in Kochi you are. We will suggest a track and a batch that fits.
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