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Classical Machine Learning for Financial Engineering
Intermediate
Online
7 Weeks
62,443 INR Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Courses and Certificate Fees
| Certificate Availability |
|---|
| no |
The Syllabus
- What is Machine Learning (ML) ?
- ML and Finance; not ML for Finance
- Classical Machine Learning: Introduction
- Supervised Learning
- Our first predictor
- Notational conventions
- Linear Regression
- The Recipe for Machine Learning
- The Regression Loss Function
- Bias and Variance
- Data Transformations: Introduction and mechanics
- Logistic Regression
- Non-numeric variables: text, images
- Multinomial Classification
- The Classification Loss Function
- Baseline model
- The Dummy Variable Trap
- Transformations
- Loss functions: mathematics
- Entropy, Cross Entropy, KL Divergence
- Decision Trees
- Naive Bayes
- Ensembles
- Feature Importance
- Support Vector Classifiers
- Gradient Descent
- Interpretation: Linear Models
- Unsupervised Learning
- Dimensionality Reduction
- Clustering
- Principal Components
- Pseudo Matrix Factorization: preview of Deep Learning
Instructors
Articles
10 Jul'25, 09:51 AM
3 Apr'25, 06:57 AM
5 Nov'24, 12:00 PM
22 Apr'24, 10:28 AM
26 Mar'24, 07:31 AM
14 Feb'24, 11:49 AM
1 Feb'24, 10:53 AM
31 Jan'24, 09:37 AM
27 Dec'23, 11:21 AM
27 Sep'23, 06:07 PM
10 Jul'25, 09:51 AM
3 Apr'25, 06:57 AM
5 Nov'24, 12:00 PM
22 Apr'24, 10:28 AM
26 Mar'24, 07:31 AM
14 Feb'24, 11:49 AM
1 Feb'24, 10:53 AM
31 Jan'24, 09:37 AM
27 Dec'23, 11:21 AM
27 Sep'23, 06:07 PM