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

Included with Coursera Plus

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
Earn a Certificate
With paid plans
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
Earn a Certificate
With paid plans

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.

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Taught in English
Recently updated!

October 2025

20 practice exercises

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  • 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

Python Programming, Google Cloud Platform, Image Analysis, Tensorflow, Keras (Neural Network Library), Deep Learning, Computer Vision, Applied Machine Learning, Development Environment, Artificial Neural Networks, Data Processing, and 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

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

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

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

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Instructor

EDUCBA
EDUCBA
515 Courses126,695 learners

Offered by

EDUCBA

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