Certified Machine Learning Associate Certification (CMLA – AI3020)
- Offered byIABAC
Certified Machine Learning Associate Certification (CMLA – AI3020) at IABAC Overview
Total fee | ₹150 |
Mode of learning | Online |
Difficulty level | Beginner |
Official Website | Go to Website  |
Credential | Certificate |
Certified Machine Learning Associate Certification (CMLA – AI3020) at IABAC Highlights
- Earn a Certification after Completion
Certified Machine Learning Associate Certification (CMLA – AI3020) at IABAC Course details
- What is machine learning and its applications?
- Types of machine learning: supervised, unsupervised, and reinforcement learning
- Steps in a machine learning project lifecycle
- Introduction to Python and relevant libraries for machine learning (e.g., NumPy, Pandas)
- The Certified Machine Learning Associate Certification equips you with a comprehensive understanding of essential concepts, algorithms, and techniques in machine learning. From data preprocessing to model evaluation, you will gain the necessary skills to handle real-world machine learning challenges
Certified Machine Learning Associate Certification (CMLA – AI3020) at IABAC Curriculum
Data Preprocessing
Handling missing values in data
Data cleaning and outlier detection
Supervised Learning: Regression
Introduction to regression analysis
Linear regression and its variants
Supervised Learning: Classification
Introduction to classification problems
Logistic regression
Unsupervised Learning: Clustering
Introduction to clustering algorithms
K-means clustering
Unsupervised Learning: Dimensionality Reduction
Principal Component Analysis (PCA)
Singular Value Decomposition (SVD)
Ensemble Learning
Bagging and random forests
Boosting algorithms (e.g., AdaBoost, Gradient Boosting)
Deep Learning
Introduction to artificial neural networks
Feedforward neural networks and backpropagation
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