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 Xavier School of Management, XLRI

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.

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Taught in English
Recently updated!

October 2025

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

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

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

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Instructor

EDUCBA
EDUCBA
550 Courses141,892 learners

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EDUCBA

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