Hands-On Machine Learning Workshops

Intensive, focused workshops that teach specific ML skills through hands-on practice. Build real models, solve actual problems, and gain practical experience in 1-3 days.

Why Hands-On Workshops Work

Traditional training is too long and theoretical. Workshops deliver focused, practical skills exactly when teams need them.

Rapid Skill Acquisition

Learn by doing, not just watching. Participants build working models in hours, not weeks, gaining hands-on experience with immediate applicability.

Just-In-Time Learning

Schedule workshops exactly when your team needs specific skills for upcoming projects, maximizing relevance and knowledge retention.

Minimal Time Away

1-3 day formats mean less disruption to ongoing work while still delivering substantial skill development and confidence.

Cost-Effective Upskilling

More affordable than long courses or hiring specialists. Train multiple team members simultaneously on focused, high-value topics.

Workshop Catalog

Choose from our library of focused workshops, each designed to build specific ML capabilities.

Computer Vision Fundamentals

2 Days

Build image classification, object detection, and image segmentation models using CNNs and transfer learning.

You'll Build:

  • • Custom image classifier
  • • Object detector
  • • Face recognition system

Technologies:

  • • PyTorch/TensorFlow
  • • OpenCV
  • • Pre-trained models

Prerequisites:

  • • Python programming
  • • Basic ML concepts
  • • NumPy familiarity

Natural Language Processing with Transformers

3 Days

Master modern NLP using BERT, GPT, and other transformer models for text classification, named entity recognition, and text generation.

You'll Build:

  • • Sentiment analyzer
  • • Named entity extractor
  • • Document Q&A system

Technologies:

  • • Hugging Face
  • • BERT, GPT models
  • • SpaCy, NLTK

Prerequisites:

  • • Python programming
  • • Basic deep learning
  • • Text processing basics

Time Series Forecasting & Anomaly Detection

2 Days

Build forecasting models for demand, sales, and metrics using ARIMA, Prophet, and deep learning approaches.

You'll Build:

  • • Sales forecaster
  • • Anomaly detector
  • • Multi-variate predictor

Technologies:

  • • Prophet, ARIMA
  • • LSTMs, Transformers
  • • Pandas, Statsmodels

Prerequisites:

  • • Python, Pandas
  • • Basic statistics
  • • Data visualization

Building Recommender Systems

2 Days

Create collaborative filtering, content-based, and hybrid recommendation engines for products, content, or services.

You'll Build:

  • • Product recommender
  • • Content recommender
  • • Hybrid system

Technologies:

  • • Surprise, LightFM
  • • Matrix factorization
  • • Deep learning RecSys

Prerequisites:

  • • Python programming
  • • Basic ML concepts
  • • Linear algebra basics

MLOps: Deploying and Monitoring ML Models

3 Days

Learn to deploy ML models to production, set up monitoring, and build automated retraining pipelines.

You'll Build:

  • • Model deployment pipeline
  • • Monitoring dashboard
  • • Auto-retraining workflow

Technologies:

  • • Docker, Kubernetes
  • • MLflow, Kubeflow
  • • FastAPI, Flask

Prerequisites:

  • • ML model building
  • • Basic DevOps concepts
  • • API development

AutoML and Model Optimization

1 Day

Use automated machine learning to accelerate model development and learn optimization techniques for better performance.

You'll Build:

  • • AutoML pipeline
  • • Hyperparameter tuner
  • • Optimized model

Technologies:

  • • AutoGluon, H2O
  • • Optuna, Hyperopt
  • • Model pruning tools

Prerequisites:

  • • ML fundamentals
  • • Python, scikit-learn
  • • Model evaluation

Download Our Training Catalog

Get detailed descriptions of all workshops, learning objectives, sample projects, and pricing. See exactly what your team will build.

Flexible Workshop Formats

Public Workshops

Join scheduled workshops with participants from multiple organizations. Great for individual skill development.

  • Monthly scheduled sessions for popular topics
  • Virtual format for easy participation
  • Network with ML practitioners from other companies
  • Lower per-person cost

Private Team Workshops

Custom workshops exclusively for your team, with examples and datasets from your domain.

  • Scheduled at your convenience
  • On-site or virtual delivery
  • Customized to your tech stack and use cases
  • Team learning and collaboration

Workshop Series

Combine multiple related workshops into a structured learning path for comprehensive skill development.

  • Build progressive expertise over time
  • Example: CV Fundamentals → Advanced CV → Production CV
  • Discounted bundle pricing
  • Cohesive learning journey

Custom Workshop Development

We create entirely new workshops on specialized topics specific to your organization's needs.

  • Address your unique ML challenges
  • Use your actual data and problems (privacy-protected)
  • Industry-specific ML techniques
  • Reusable for ongoing training needs

Workshop Success Stories

🏭

Manufacturing Company

Computer Vision Workshop → Production System in 8 Weeks

After our 2-day Computer Vision workshop, their team built a defect detection system that reduced quality control errors by 67%. The workshop provided the foundation, and our follow-up support helped them deploy to production.

🛍️

E-commerce Platform

Recommender Systems Workshop → 23% Increase in Conversion

Developers attended our Recommender Systems workshop on Monday-Tuesday, implemented a basic version by Friday, and had a production-ready system within a month. Customer engagement increased 23% with personalized recommendations.

📊

Financial Services Firm

Time Series Workshop → Automated Forecasting Platform

Their analysts learned time series forecasting in our workshop and built an automated system that now generates daily forecasts for 50+ metrics. Forecasting accuracy improved 34% compared to previous manual methods.

Frequently Asked Questions

How much coding happens in the workshops?

Workshops are 70-80% hands-on coding. After brief concept introductions, participants spend most time writing code, building models, and solving problems. We provide pre-configured environments and starter code so you can focus on learning, not setup.

What if participants get stuck during exercises?

Instructors and teaching assistants actively monitor progress and provide immediate help. We maintain a low student-to-instructor ratio (max 12:1) to ensure everyone gets the support they need. We also use pair programming to facilitate peer learning.

Can we take these workshops remotely?

Yes! All workshops are available in virtual format with cloud-based development environments. Participants need just a browser and internet connection. Virtual workshops include breakout rooms for group work and one-on-one help sessions.

What happens after the workshop?

All participants receive lifetime access to materials, code repositories, and recordings. You also get 30 days of Slack support to ask questions as you apply what you learned. Many teams schedule follow-up office hours for ongoing guidance.

How do we choose the right workshop?

We conduct a brief needs assessment to understand your team's skill level, goals, and upcoming projects. We then recommend workshops that will deliver the most value. We can also create custom workshop combinations for comprehensive skill development.

Upskill Your Team Today

Choose from our workshop catalog or let us design a custom learning experience for your team. Schedule a consultation to discuss your training needs.