AI Mastery Program: Data to Deployment with Deep Learning & LLMs
/CourseBundles(61330)/4380024-MED_POST.jpg)
Course Overview
Schedule of Classes
Course Curriculum
1 Subject
AI and Machine Learning Mastery with ChatGPT
35 Learning Materials
Module 0: Foundations & Setup
Introduction to AI, ML & Deep Learning
AI Ethics Part-1
AI Ethics Part 2
Tool Setup: Python, Jupyter, Git/GitHub, VS Code
Mini Project : Hello World
Hello_world_App_zip
Module 1: Data Preprocessing & EDA
Data Cleaning and Missing Values
Outlier detection and handling
Encoding Techniques
Scaling Techniques
Hands-on: EDA with Pandas & Seaborn on a real Energy Consumption dataset
Mini Deployment : Publish EDA dashboard using Streamlit
Module 2: Supervised Learning – Regression
Linear Regression : Theory
Linear Regression : Practical
Polynomial and Multiple Linear Regression
Regularization Techniques
Lab: Build and Compare Regression models
Deployment Task : Flask Web App
Module 3: Supervised Learning – Classification
Logistic Regression and Evaluation Metrics :Theory
Logistic Regression: Practical
KNN : Theory
Decision Tree : Theory
Random Forest : Theory
SVM : Theory
Classification Algorithm : Practicals
Mini Project: Working Classifier webapp
Module 4: Advanced Supervised & Unsupervised Methods
Clustering : K-Means, Hierarchical
Clustering Practical Implementation
Dimensionality Reduction: PCA
PCA : Practical
Hyperparameter Tuning
Module 5: Deep Learning Fundamentals
Neural Network : Architecture, activation, backpropagation
Deep Learning Frameworks
Mini Deployment: Streamlit webapp
Lab: Training MLP
Course Instructor
/2408556-IntrnForte.png)
INTRNFORTE
33 Courses • 15391 Students
At our company, we are driven by a powerful vision: to bridge the gap between education and employment. We are proud to serve as the Official Upskilling Partner for BNU, which encompasses over 285 colleges.
We recognize that the traditional education system often falls short in preparing individuals for the rapidly evolving job market. To address this challenge, we go beyond merely providing courses and strive to create a comprehensive ecosystem that empowers individuals to succeed in their careers. We are also official resellers of Microsoft Azure certifications and Verified Alliance Partner of TEPL (Tally Education).
In summary, our company is committed to going beyond traditional education by offering a holistic approach that combines skill development, career guidance, and industry partnerships.
By clicking on Continue, I accept the Terms & Conditions,
Privacy Policy & Refund Policy