Python-based Video Classification with Deep Learning

Master Video Classification with Keras and Python: Build Robust Action Recognition Models from Scratch : Hands-on

4.00 (8 reviews)

Udemy

platform

English

language

Data Science

What you will learn

Pre-processing and cleaning of video data

Extracting features from video frames using pre-trained models

Building and training a custom Keras deep learning model for video classification

Fine-tuning a pre-trained Transformer model for video classification

Custom prediction loop for predicting actions in new videos

Why take this course?

This course is designed to teach you how to build a video classification model using Keras and TensorFlow, with a focus on action recognition. Video classification has numerous applications, from surveillance to entertainment, making it an essential skill in today's data-driven world. Through this course, you will learn how to extract features from video frames using pre-trained convolutional neural networks, preprocess the video data for use in a custom prediction loop, and train a Transformer-based classification model using Keras.

By the end of this course, you will be able to build your own video classification model and apply it to various real-world scenarios. You will gain a deep understanding of deep learning techniques, including feature extraction, preprocessing, and training with Keras and TensorFlow. Additionally, you will learn how to optimize and fine-tune your model for better accuracy.

This course is suitable for anyone interested in deep learning and video classification, including data scientists, machine learning engineers, and computer vision experts. The demand for professionals skilled in deep learning and video classification is increasing rapidly in the industry, and this course will equip you with the necessary skills to stay ahead of the competition.

Join us today and take the first step towards becoming an expert in video classification using Keras and TensorFlow!

Screenshots

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Reviews

Robert

May 24, 2023

Good summary of the subject. Not enough detail or examples. Would have like to see object extraction example or other types of video models.

Abhilasha

May 1, 2023

It was terrible as no code source file was provided. when I tried to run the code in google collab it was not working.

Deepika

March 21, 2023

The video transformers course on Keras provided a clear and intuitive introduction to the key concepts of transformers and their application in analyzing video data. As someone new to deep learning, I appreciated how the course was structured in a way that allowed me to easily follow along and gain a solid understanding. I now feel confident in my ability to work with transformers in my own deep learning projects, and I highly recommend it to anyone looking to expand their knowledge in this area.

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