Machine Learning for Non-Technical Teams
Speak the language of your data science team
A 2.5-day programme that equips business professionals, product managers, and functional leaders to work effectively with data science and ML teams — understanding models, interpreting results, and driving AI projects to completion.
Trusted by teams from India's leading companies
1,500+ professionals trained across 100+ companies since 2020
What You'll Learn
- Explain classification, regression, clustering, and recommendation systems without maths
- Read and interpret confusion matrices, ROC curves, and feature importance charts
- Write effective ML project briefs that data science teams can actually use
- Evaluate ML vendor proposals with confidence
- Identify when an ML solution is and is not appropriate for a business problem
- Manage stakeholder expectations around ML project timelines and outcomes
Who Is This For?
- Product managers working with data science teams
- Business analysts wanting to expand into ML project management
- Functional managers sponsoring AI/ML initiatives
- Consultants advising on AI transformation projects
Prerequisites
- Comfortable working with Excel or basic data tools
- No coding or statistics knowledge required
Workshop Schedule
3 sessions · 15 topics · 20 hours total
Every session is hands-on — participants practise on their own real work throughout.
ML Concepts Without the Maths
- ✓Supervised vs unsupervised vs reinforcement learning — visually explained
- ✓Classification in practice: spam, churn, fraud detection
- ✓Regression: sales forecasting and price prediction
- ✓Clustering and recommendations: how Swiggy and Flipkart use ML
Session Activity
Workshop: Map ML types to your business problems
45 minReading ML Results Like an Expert
- ✓Accuracy, precision, recall, and F1: what they actually mean
- ✓Reading confusion matrices and business impact
- ✓Feature importance and model explainability
- ✓Overfitting, data drift, and model degradation
Session Activity
Lab: Evaluate three ML models for a retail use case
30 minLeading ML Projects to Production
- ✓The ML project lifecycle: from idea to deployment
- ✓Writing ML project briefs and success criteria
- ✓Data requirements, labelling, and quality for ML
- ✓Evaluating ML vendors and build-vs-buy decisions
Session Activity
Capstone: Write an ML project brief for your business
45 minWhat Past Participants Say
Real results from real professionals across India
“I finally understand what my data science team is telling me. This training made me a 10x better product manager for ML features.”
What Our Participants Say
Real feedback from professionals across India's leading enterprises.
“Within two weeks of the training our team was producing Power BI dashboards that replaced four manual Excel reports. The DAX sessions were outstanding — Pankaj explains filter context in a way that finally makes sense.”
Priya Sharma
Head of Operations
Infosys BPM
“We enrolled 12 data analysts from our finance function. Within a month, every one of them had published a live dashboard. The ROI on the training was visible within the first billing cycle.”
Deepak Agarwal
VP Strategy
Mahindra Finance
“The Power Query module alone was worth the full investment. Our team was spending 3 hours every Monday cleaning data in Excel. We automated that entirely in the first session.”
Ananya Krishnan
Head of Analytics
FMCG company, Bangalore
Why Choose Technovids?
Bangalore's leading corporate AI and cloud training provider, trusted by enterprises across India.
1,500+ Professionals Trained
Delivered to enterprise teams across India including Fortune 500 companies
Customised for Your Industry
All exercises and use cases tailored to your sector and job functions
Expert Practitioners
Trainers with real-world AI and cloud implementation experience, not just theory
Post-Training Support
30-day email support and access to updated resources after your training
On-site Delivery Across India
We travel to your office — Mumbai, Delhi, Hyderabad, Chennai, Pune, and beyond
Verifiable Certificates
LinkedIn-shareable Technovids certificates issued to all participants
Frequently Asked Questions
Common questions about Machine Learning for Non-Technical Teams
No. We deliberately avoid equations and focus on intuition, business impact, and decision-making. If you can read a bar chart, you can do this course.
Bring Machine Learning for Non-Technical Teams to Your Team
We run this programme for corporate batches across India — on-site at your office or online. Tell us about your team and we will send a custom quote within 24 hours.
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