AI Programming Tools for Developers
Audience: Software developers, engineers, and tech enthusiasts
Skills you will gain:
The AI Programming Tools for Developers course is an 8-week program aimed at developers and tech enthusiasts looking to master popular AI frameworks. With a focus on Python-based tools like TensorFlow, PyTorch, and Keras, this course equips participants with the skills to efficiently build and deploy AI models. It’s perfect for those wanting to deepen their AI knowledge or transition into AI development.
The program is structured for hands-on learning, ensuring you can work confidently on real-world AI projects by the end.
Aim:
Program Objectives:
What you will learn?
Module 1: Python for AI Development (2 Weeks)
- Introduction to Python in AI development
- Setting up Python environments (Anaconda, Jupyter, etc.)
- Core Python concepts: functions, loops, conditionals
- Data handling with NumPy and Pandas
- Hands-on project: Writing simple AI algorithms using Python
Module 2: TensorFlow & PyTorch Fundamentals (2 Weeks)
- Overview of TensorFlow and PyTorch
- Building and training neural networks with these frameworks
- Exploring TensorFlow and PyTorch APIs
- Evaluating and tuning models
- Hands-on project: Building a deep learning model using both TensorFlow and PyTorch
Module 3: Keras for Model Building (2 Weeks)
- Introduction to Keras as a high-level API for neural networks
- Building and optimizing models using Keras
- Training, validating, and evaluating deep learning models
- Hands-on project: Image classification using Keras
Module 4: GitHub for AI Development (2 Weeks)
- Introduction to GitHub for version control and project collaboration
- Best practices for branching, merging, and managing AI projects
- Collaborative workflows for AI projects
- Hands-on project: Set up and manage an AI project repository on GitHub
Tools and Technologies
In this course, you will work with:
- Python
- TensorFlow
- PyTorch
- Keras
- GitHub
- Jupyter Notebooks
FAQs
Q: Do I need prior programming experience to join this course?
A: Yes, basic programming knowledge (preferably Python) is recommended for this course.
Q: How do I access the required tools and libraries?
A: Instructions to set up Python environments with TensorFlow, PyTorch, Keras, and GitHub will be provided at the start of the course.
Q: Will I receive a certificate upon completion?
A: Yes, once you successfully complete all modules and the capstone project, you will receive a certificate.
Intended For :
This program is ideal for:
- Software developers and engineers looking to gain AI development skills.
- Tech enthusiasts with programming experience wanting to dive into AI.
- Developers interested in transitioning into AI or machine learning.
- Professionals wanting to enhance their understanding of AI frameworks like TensorFlow, PyTorch, and Keras.
Career Supporting Skills
