EDUCBA
Deep Learning with Python: CNN, ANN & RNN Specialization
EDUCBA

Deep Learning with Python: CNN, ANN & RNN Specialization

Build Neural Networks for Real AI Projects. Master CNN, ANN, and RNN in Python with hands-on projects and real-world case studies

EDUCBA

Instructor: EDUCBA

Access provided by PSGR Krishnammal College for Women

Get in-depth knowledge of a subject
Beginner level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Beginner level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Design, build, and evaluate CNN, ANN, and RNN models in Python using TensorFlow and Keras.

  • Apply preprocessing, feature engineering, and optimization techniques to real-world datasets.

  • Implement deep learning solutions for image recognition, customer churn, and stock forecasting.

Details to know

Shareable certificate

Add to your LinkedIn profile

Taught in English
Recently updated!

October 2025

See how employees at top companies are mastering in-demand skills

 logos of Petrobras, TATA, Danone, Capgemini, P&G and L'Oreal

Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from EDUCBA

Specialization - 3 course series

What you'll learn

  • Explain CNN fundamentals and apply Python for model building.

  • Preprocess and augment image datasets for training workflows.

  • Design, implement, and evaluate CNNs for image classification.

Skills you'll gain

Category: Deep Learning
Category: Keras (Neural Network Library)
Category: Computer Vision
Category: Artificial Neural Networks
Category: Development Environment
Category: Data Processing
Category: Applied Machine Learning
Category: Google Cloud Platform
Category: Image Analysis
Category: Tensorflow
Category: Python Programming
Category: Artificial Intelligence and Machine Learning (AI/ML)

What you'll learn

  • Configure Python environments and preprocess structured data.

  • Build, train, and optimize ANN models with TensorFlow & Keras.

  • Handle imbalanced datasets and apply ANN to churn prediction.

Skills you'll gain

Category: Artificial Neural Networks
Category: Data Processing
Category: Deep Learning
Category: Predictive Analytics
Category: Software Installation
Category: Data Cleansing
Category: Customer Analysis
Category: Tensorflow
Category: Keras (Neural Network Library)
Category: Exploratory Data Analysis
Category: Feature Engineering
Category: Predictive Modeling

What you'll learn

  • Preprocess stock datasets with feature scaling and EDA.

  • Build and train RNNs with LSTM layers for time-series data.

  • Evaluate and visualize stock predictions using real datasets.

Skills you'll gain

Category: Deep Learning
Category: Data Transformation
Category: Predictive Modeling
Category: Time Series Analysis and Forecasting
Category: Exploratory Data Analysis
Category: Data Processing
Category: Feature Engineering
Category: Artificial Neural Networks
Category: Pandas (Python Package)
Category: Matplotlib
Category: Keras (Neural Network Library)
Category: NumPy
Category: Data Visualization
Category: Tensorflow
Category: Financial Forecasting

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.

Instructor

EDUCBA
EDUCBA
557 Courses146,901 learners

Offered by

EDUCBA

Why people choose Coursera for their career

Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."