As achievement, Truman has successfully completed 100+ IT network projects for Bank, Hotel and Factory within 5 years.
Truman is certified in PMP, Cisco CCNP, CCIP, CCDP, HP Ase and Huawei HCNP, HCIE R&S, HCNA Cloud, HCNA Security, etc.
Topic 1 Overview of Machine Learning and Scikit Learn
Introduction to Machine Learning
Supervised vs Unsupervised Learnings
Machine Learning Applications and Case Studies
What is Scikit Learn
Installing Scikit-Learn
Topic 2 Classification
What is Classification
Classification Algorithms
Classification Workflow
Confusion Matrix
Binary Classification Metrics
ROC and AUC
Topic 3 Regression
What is Regression?
Regression Algorithms
Regression Workflow
Regression Metrics
Overfitting and Regularizations
Topic 4 Clustering
What is Clustering
K-Means Clustering
Silhouette Analysis
Dendrogram and Hierarchical Clustering
Topic 5 Principal Component Analysis
Curse of Dimensionality Issue
What is Principal Component Analysis (PCA)
Feature Reduction with PCA
Your will get 10% discount voucher for 2nd course onwards if you wrte us a Google review.
Knowledge and Skills
Attitude
Experience
Target Age Group: 21-65 years old
Software:
Download and Install the following software
Sign up free Google Colab account
Hardware: Window or Mac Laptops