machine learning and ai course in chandigarh

ankitachodhary2004 0 views 1 slides Sep 25, 2025
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About This Presentation

Unlock your potential in tech with our Machine Learning and Artificial Intelligence Course in Chandigarh. Our Software Training Institute offers practical training to help you succeed in the rapidly changing AI landscape.

Join us to stay ahead in technology and innovation, and become a leader in th...


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Machine learning & AI
course in Chandigarh
Contact us:
8699644644
[email protected]
Adress : SCO - 112-113 ,1 Floor ,Sector 34A,Chandigarh
STModule 1: Introduction to AI & ML
What is AI, Machine Learning, Deep Learning?
History & Real-world Applications
Types of Machine Learning (Supervised, Unsupervised Reinforcement)
AI vs Human Intelligence
Module 2: Python for AI/ML
Python Basics: Variables, Loops, Functions
Libraries: NumPy, Pandas, Matplotlib, Seaborn
Jupyter Notebook Setup
Module 3: Mathematics for ML
Linear Algebra (vectors, matrices, dot product)
Probability & Statistics basics
Calculus for optimization (derivatives, gradients)
Module 4: Data Preprocessing & Feature Engineeri
Data Cleaning (handling missing values, outlier
Feature Scaling & Normalization
Encoding Categorical Variables
Train-Test Split, Cross ValidationModule 5: Supervised Learning
Regression (Linear, Polynomial, Logistic Regression)
Classification (Decision Trees, Random Forest, SVM, KNN, Naive
Bayes)
Model Evaluation Metrics (Accuracy, Precision, Recall, F1, ROC-AUC)
Module 6: Unsupervised Learning
Clustering (K-Means, Hierarchical, DBSCAN)
Dimensionality Reduction (PCA, t-SNE)
Module 7: Neural Networks & Deep Learning
Perceptron & Backpropagation
Activation Functions
Deep Neural Networks
Introduction to TensorFlow & PyTorch
Module 8: Advanced Deep Learning
Convolutional Neural Networks (CNNs) – Image Recognition
Recurrent Neural Networks (RNNs, LSTMs) – Time Series & NLP
Transfer Learning & Pretrained Models
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