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FintechSolAcademy
Artificial IntelligencePopular

Machine Learning Engineering

Master core machine learning algorithms, feature engineering and model deployment using Python and scikit-learn.

Duration
10 weeks · 60 hrs
Training mode
Live Online
Level
Intermediate
Modules
6 modules

Course overview

A hands-on course covering the full machine learning workflow: preparing data, engineering features, training and tuning models, and deploying them as services. You will work with regression, classification, clustering and ensemble methods and learn how to evaluate models honestly.

By the end you will be able to take a business problem, frame it as a machine learning task and deliver a working, monitored model.

What you will learn

  • Frame business problems as machine learning tasks
  • Clean data and engineer meaningful features
  • Train, tune and compare regression and classification models
  • Avoid common pitfalls such as data leakage and overfitting
  • Package and deploy a model behind a simple API

Curriculum

6 modules · 10 weeks

  1. 01The Machine Learning Workflow8 hrs
    • Problem framing
    • Train/validation/test splits
    • Baselines
  2. 02Data Preparation and Feature Engineering12 hrs
    • Missing data
    • Encoding categorical features
    • Scaling and pipelines
  3. 03Supervised Learning14 hrs
    • Linear and logistic regression
    • Decision trees and random forests
    • Gradient boosting
  4. 04Unsupervised Learning8 hrs
    • Clustering
    • Dimensionality reduction
    • Anomaly detection
  5. 05Model Evaluation and Tuning8 hrs
    • Metrics that matter
    • Cross-validation
    • Hyperparameter search
  6. 06Deployment and MLOps Basics10 hrs
    • Serialising models
    • Serving predictions via an API
    • Monitoring drift

Prerequisites

  • Python programming fundamentals
  • High-school level algebra

Certification

FintechSol Academy Certificate in Machine Learning Engineering (certificate of completion).

Your trainer

Priya Raman

Sample profile

Lead Trainer – AI & Machine Learning

12+ years experience · Machine learning, generative AI, Python

Priya designs and delivers FintechSol Academy's AI and machine learning programs. Her teaching focuses on turning theory into working, well-evaluated solutions and on responsible use of AI in business settings.

Frequently asked questions

Are the live sessions recorded?

Yes. Recordings of live sessions are made available to enrolled learners for the duration of the course so you can revise or catch up on missed classes.

Will I receive a certificate?

Learners who complete the required assignments and the capstone receive a FintechSol Academy certificate of completion. Vendor certification exams, where relevant, are booked and paid separately.

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