Fully Connected Neural Networks with Keras and Python — PickAClass
⏱ 2h 54m 📚 29 lessons

Fully Connected Neural Networks with Keras and Python

Learn to build, train, and evaluate deep learning models for regression and classification using the intuitive Keras API in Python.

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About this course

Deep learning does not have to be intimidating. With Keras, you can build and train powerful neural networks to solve real-world prediction and classification problems using clean, readable Python code. This text-based course guides you from absolute beginner to confidently constructing, training, and evaluating fully connected neural networks. You will learn to prepare your data, structure your network layers, tune hyperparameters, and make accurate predictions. What you'll learn: * Understand the core concepts of deep learning, including neurons, activation functions, and backpropagation. * Prepare and preprocess structured data using modern Python libraries. * Build fully connected neural network architectures layer-by-layer using the Keras API. * Compile models with appropriate loss functions, optimizers, and evaluation metrics. * Train, fine-tune, and evaluate your deep learning models to prevent overfitting. * Save and load trained Keras models for real-world applications. The course begins with essential deep learning terminology and foundational concepts before moving into practical code walkthroughs and written implementation exercises. Designed for aspiring data scientists, software developers, and Python enthusiasts, this course requires only basic Python knowledge and no prior machine learning experience. Start reading today to unlock the power of neural networks in your Python applications.

What you'll get

  • 📜 Certificate of completion
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  • 💬 Personal AI tutor
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  • 📱 Phone or computer
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  • 💸 14-day refund
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  • Short & focused
    2h 54m of practical content

Certificate of completion

Every course you complete on PickAClass issues a credential like this — original, with its own code, verifiable by URL, and detailed about what was actually demonstrated.

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Certificate of Mastery
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Name Surname
has successfully demonstrated mastery of
Fully Connected Neural Networks with Keras and Python
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Behavioral pattern analysis
Foundational
1.2 hrs
Decision-architecture frameworks
Proficient
1.4 hrs
A/B test design
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1.7 hrs
Behavioral copywriting
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Fully Connected Neural Networks with Keras and Python
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Performance detail
Coursework summary
Lessons completed 14 / 14
Practice questions 26 / 28
Assignments submitted 4 (avg 4.5 / 5)
Capstone project Reviewed — 4.6 / 5
Total practice 6.2 hrs
Performance benchmark
Cohort rank Top 12% of 1,625
Time to completion 11 days (median: 22)
Mastery score 91 / 100
Practice-question score 94%
Skill verification Verified Skill Path
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pickaclass.com/certificates/PCC-2026-X4F7-AP19
Issued under the academic standards of PickAClass. Skill levels reflect assessed performance against the course's competency rubric. This is an original credential of this platform.

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What do I need to take this course? +

Just a phone or computer with internet. No installs, no special hardware.

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By card via Stripe. We don’t store card details — Stripe handles them securely.

Can I get a refund? +

Yes — full refund within 14 days, no questions asked.

How long will I have access? +

Forever. Once you purchase, the course is yours to revisit anytime.

Will I get a certificate? +

Yes. On completion you'll receive a certificate you can add to your LinkedIn profile.

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