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Intro to Deep Learning
Kaggle
Kaggle

Intro to Deep Learning

Use TensorFlow and Keras to build and train neural networks for structured data.
free
intermediate

4 hrs

course

About this course

Deep learning is transforming how machines understand patterns in data—from fraud detection to medical imaging to personalized recommendations. This Kaggle course teaches you to build and train neural networks using TensorFlow and Keras, two of the most trusted frameworks in the industry. You'll move beyond theory into hands-on coding, learning how to structure data, design networks, and solve real problems with the same tools used by engineers at top tech companies.

What you'll learn

  • How to preprocess and prepare structured data for neural networks
  • Core concepts: neurons, layers, activation functions, and how data flows through a network
  • Building sequential models with TensorFlow and Keras for tabular data
  • Training neural networks: loss functions, optimizers, and backpropagation
  • Evaluating model performance and avoiding overfitting
  • Practical debugging: interpreting training curves and tuning hyperparameters
  • Real-world examples: building models for classification and regression tasks

Who this is for

If you've got Python basics down and want to level up into machine learning, this course is your next step. You'll benefit most if you're curious about how AI actually works under the hood—not just using pre-built tools, but building your own.

  • Students and fresh graduates — gain practical ML skills that employers in India's AI sector actively hire for, giving you an edge in campus placements and early-career opportunities.
  • Career switchers and self-taught developers — master a high-demand skillset that opens doors to roles in AI, data science, and research teams at companies expanding across India.

Prerequisites

You should be comfortable with Python (loops, functions, libraries like NumPy and Pandas). Basic knowledge of math concepts like algebra and derivatives helps, but the course explains key ideas as you go. No deep learning experience needed.

Why this matters for Indian learners

India's AI and data science job market is booming. Companies like TCS, Infosys, Flipkart, and startups across Bangalore, Pune, and Delhi are actively hiring ML engineers—and deep learning skills command higher salaries. This course gives you concrete, portfolio-ready knowledge that directly applies to roles in computer vision, NLP, and predictive analytics, sectors where Indian companies are investing heavily.

Frequently asked questions

Is this course really free?

Yes, completely free. Kaggle offers this course at no cost, and you get full access to all lessons and datasets without paying anything.

How long will it take to complete?

The course is designed for about 4 hours of active learning. You could spread this over 2 weeks at a comfortable pace (2 hours per week), or tackle it in a single focused weekend if you prefer to dive deep.

Will I get a certificate?

Yes. Kaggle provides a certificate of completion when you finish all lessons and hands-on exercises, which you can add to your LinkedIn or portfolio to show employers you've mastered these skills.

At a glance

Provider
Kaggle
Level
Intermediate
Duration
4 hrs
Format
Self-paced
Language
En
Certificate
True
Price
free (0 )

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