ML with Python – From Data to Deployment

Date: 24-01-2025 Time: 08:00 PM

Pankaj Yadav

Senior Data Scientist at AB InBev

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About Masterclass

Practical Session: Machine Learning Project Lifecycle for Aspiring Data Analysts

This practical session guides aspiring Data Analysts through the complete lifecycle of a Machine Learning (ML) project using Python. You’ll learn how to collect and preprocess data, build predictive models with popular ML libraries, and eventually deploy a functional model into a production environment. By the end, you’ll have a clear roadmap for transforming raw data into actionable insights.

Why Attend?

Foundational Skills: Gain a strong grounding in Python-based ML, from data cleaning to model tuning.
Practical Experience: Work through real-world examples that will help you confidently tackle projects in your new role.
Comprehensive Learning Curve: Understand not just the modeling part, but the entire pipeline—data ingestion, feature engineering, model evaluation, and deployment.

Masterclass Outcomes

Data Acquisition & Preprocessing: Understand best practices for handling missing values, encoding categories, and scaling numerical features.
Model Training & Hyperparameter Tuning: Experiment with various algorithms, grid search, and cross-validation techniques.
Performance Metrics & Interpretability: Learn to select the right metrics and explain model predictions to stakeholders.
Production-Ready ML: Discover how to containerize your model, integrate CI/CD pipelines, and monitor performance post-deployment.
Building & Evaluating Models: Use scikit-learn to train, validate, and optimize ML models (e.g., regression, classification).
Deployment Best Practices: Explore packaging your model with frameworks like Flask or FastAPI, enabling seamless integration into applications and dashboards.

Meet Our Host

Pankaj is an experienced Data Scientist with a demonstrated history of working in the logistics and supply chain industry.He is skilled in Python,SQL, Machine Learning, GenAI and Deep learning.

Learner's Review

About Crio.Do

At Crio.Do, we believe that the best way to learn is by doing. Our mission is to empower aspiring developers and data enthusiasts through hands-on learning experiences that go beyond theory. Our unique approach combines real-world projects, industry-relevant skills, and expert-led guidance to prepare you for the challenges of today’s tech industry. Each Crio program is designed to help you build and master practical Software Development, QA Automation, and Data Analytics skills. Focusing on real-world scenarios and challenges, our programs ensure that you don’t just learn – you apply, build, and grow your abilities step-by-step.

Join our vibrant Alumni Network and embark on a journey that takes you from knowledge to experience, and from experience to expertise. At Crio, we’re not just teaching tech skills – we’re building careers

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