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Deep Learning & Machine Learning

Keras, the complete conquest of the common language of artificial intelligence

This is a comprehensive course on Keras theory and practice that uses Keras and Python, the common language of artificial intelligence, to learn various useful machine learning regression, classification, and deep learning neural network projects along with theory.

(3.3) 13 reviews

203 learners

Level Intermediate

Course period Unlimited

  • nomad
Tensorflow
Tensorflow
Machine Learning(ML)
Machine Learning(ML)
Deep Learning(DL)
Deep Learning(DL)
Keras
Keras
Tensorflow
Tensorflow
Machine Learning(ML)
Machine Learning(ML)
Deep Learning(DL)
Deep Learning(DL)
Keras
Keras

Reviews from Early Learners

Reviews from Early Learners

3.3

5.0

wonjun.jung

100% enrolled

This is a subject that you must take first. There are some parts that are taught in a slightly older version. (Of course, there are pros and cons.)

5.0

qpzkdbwm

100% enrolled

thank you

5.0

namhw417

100% enrolled

Thank you for the great lecture~

What you will gain after the course

  • Understanding and Using Keras

  • Machine learning, deep learning model creation

  • Problem Solving with Keras

  • Predicting machine learning classification results

  • Predicting machine learning regression results

  • Understanding artificial intelligence, machine learning, and deep learning

  • Data processing for machine learning and deep learning

  • Data Analysis Using Python

  • Integrating Keras and TensorFlow

Keras, the undisputed lingua franca of artificial intelligence

Keras, a Python-based machine learning and deep learning library, is gaining traction as the lingua franca of artificial intelligence. It has gained widespread popularity, particularly since TensorFlow 2.0 adopted it as an official high-level language. This course covers everything essential to learning AI, machine learning, and deep learning, from basic Keras knowledge to practical project skills and advanced techniques.

Using Keras and Python, the common language of artificial intelligence, we can perform various useful machine learning regression, classification, and

This is a comprehensive course on Keras theory and practice that teaches deep learning neural network projects along with theory.

Getting Started with Keras

Don't know what Keras is or why you should use it? Don't worry. Even if you're new to Keras or AI, we'll explain everything from the very beginning: what Keras is, how it differs from machine learning frameworks like TensorFlow, and how to install it.

Keras Basics

Don't dive headfirst into deep learning just because Keras is optimized for it! Keras and AI aren't subjects you have to memorize. Just as you would do a gentle warm-up before swimming, before using Keras, learn the basic concepts and usage of Keras's architecture, models, layers, summary, compile, and fit.

Four practical projects

We'll build a variety of practical machine learning and deep learning projects using Keras and compare them with TensorFlow code to hone your skills.

Learn the fundamentals of linear regression and use Keras and Python TensorFlow to analyze and predict Boston Marathon data.

Using big data from approximately 80,000 Boston Marathon events, we select a desired runner and machine learning learns their times up to 30km. We then use linear regression to predict the remaining 35, 40, and 42.195km times and compare them with actual data. We learn the concepts and techniques for solving linear regression problems using TensorFlow.

This time, we will learn the basics and solutions to regression problems that take in multiple variables and output multiple outputs.

Using the Multi-Variable Input and Multi-Output Regression technique, machine learning that receives gender, age, and pace values as input and learns from about 80,000 Boston Marathon big data predicts not only the completion record but also the records for each 10, 20, and 30 km section.
Before entering a marathon, enter your gender, age, and pace data to check your predicted time class. Based on past Boston Marathon times, we'll predict your time class.

Using the Multinomial Classification technique of Logistic Regression, we divide the marathon completion records into three grades: 'Outstanding (>25%)', 'Average (25~75%)', and 'Below (<75%)', and predict your expected grade using Keras.
We will carry out a project to recognize handwritten digit images by creating MNIST Digit Recognition using a deep learning neural network.

We will carry out a project step by step to learn and recognize 70,000 handwritten digit images using the Deep Learning Multi-Layer Neural Network technique.

Special lecture

'Model accuracy over 99%  We have added a special lecture titled 'Raising the bar'. This lecture is titled ' [ Raspberry Pi ] IoT Deep Learning Computer Vision Practice'.  The project began with a question from students in the MNIST handwriting model: "Why can't the MNIST handwriting model say '7' is '7'?" While the model's accuracy is a factor, as are the program's exception handling and the raw MNIST data, the existing Nueral Network model was too simple for training purposes, so I reconfigured it to increase its accuracy to 99.38%.

 

Enhancing Keras

We'll teach you a variety of useful advanced techniques for practical use with Keras, including History, EarlyStopping, ModelCheckPoint, and the graphical user interface. Your Keras projects will become even more valuable.

Please look forward to future lectures on deep learning, Tensorflow.js, and more.
The materials and program sources used in the lecture can be found on the website Creapple (www.creapple.com), a knowledge learning platform I run.

Taking courses on Python fundamentals, data visualization/analysis, and machine learning will be of great help in carrying out your project.

Python 100-Minute Core Course
The core and fundamentals of Python
Once you master the skills, it will be a great help in other courses.
Python Data Visualization Analysis Practical Project

Machine learning using Python's Pandas, Matplotlib, and Seaborn,
Data that can be utilized in various projects, including deep learning
Learn visualization and analysis techniques at the same time.

Mastering Python Machine Learning - Marathon Record Prediction Project

Machine learning using Python and Tensorflow
Learn both concepts and practical skills. Five core topics.
We will hone your skills by working on various projects together.

Recommended for
these people

Who is this course right for?

  • Those who want to use artificial intelligence in practice

  • Those who want to develop basic knowledge for machine learning and deep learning

  • Anyone who wants to learn data science

  • Those who want to develop Keras concepts and practical skills at the same time

  • Anyone working on a data analysis project

  • For those preparing for machine learning/deep learning projects

  • For those preparing for TensorFlow 2.0

Need to know before starting?

  • Complete mastery of Python machine learning - Marathon record prediction project

  • Python Data Processing, Visualization - Python Data Visualization Analysis Practical Project

  • Python Basics - Python 100-minute core lecture

  • Willingness to study hard

Hello
This is

22,259

Learners

494

Reviews

556

Answers

4.4

Rating

25

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Curriculum

All

25 lectures ∙ (4hr 8min)

Published: 
Last updated: 

Reviews

All

13 reviews

3.3

13 reviews

  • 4europa1007님의 프로필 이미지
    4europa1007

    Reviews 26

    Average Rating 4.9

    5

    32% enrolled

    • wonjunjung7887님의 프로필 이미지
      wonjunjung7887

      Reviews 6

      Average Rating 5.0

      5

      100% enrolled

      This is a subject that you must take first. There are some parts that are taught in a slightly older version. (Of course, there are pros and cons.)

      • qpzkdbwm2042님의 프로필 이미지
        qpzkdbwm2042

        Reviews 1

        Average Rating 5.0

        5

        100% enrolled

        thank you

        • tylove09301951님의 프로필 이미지
          tylove09301951

          Reviews 4

          Average Rating 3.8

          4

          100% enrolled

          Good haha

          • namhw4174895님의 프로필 이미지
            namhw4174895

            Reviews 38

            Average Rating 4.9

            5

            100% enrolled

            Thank you for the great lecture~

            • nomad
              Instructor

              Thank you. I will come back with better content.

          $26.40

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