Deep Learning in Data Mining

Name: Deep Learning in Data Mining
Brand: Educa PHAROS
SKU: AFO0297J7
Availability: InStock

Cross-cutting

Digital Skills

IA Academy

Duration

25h

PRESENTATION

This Certificate in Deep Learning for Data Mining emerges as a an essential component of the artificial intelligence ecosystem, given its current relevance. By merging the the power of Python with specialized libraries such as Keras and TensorFlow, this training program addresses the growing demand for professionals capable of designing, implementing, and optimizing neural networks. Based on the Fundamental Concepts of Deep Learning and moving on to the Practical Application in Data Mining, the program offers a A comprehensive overview of how deep learning drives pattern interpretation and extraction in large datasets, facilitating the informed decision-making.

Objectives

Understanding the Fundamentals of Deep Learning and its Python implementation.
Distinguishing Between Deep and Shallow Neural Networks, understanding their applications.
Master the design and application of perceptrons from a single layer and multiple layers.
Identify and apply learning strategies in multilayer networks.
Explore the KDD Process and its in relation to data mining.
Apply data mining models and techniques in areas such as Copywriting and Marketing.
Implement forward propagation algorithms for train deep neural networks.

Syllabus

TEACHING UNIT 1. DEEP LEARNING WITH PYTHON, KERAS, AND TENSORFLOW Deep learning Deep learning environment with Python Machine learning and deep learning TEACHING UNIT 2. NEURAL NETWORKS Neural Networks Deep and Shallow Networks TEACHING UNIT 3. SINGLE-LAYER NETWORKS Single-layer and Multilayer Perceptrons Perceptron Example LEARNING UNIT 4. MULTILAYER NETWORKS Types of deep networks LEARNING UNIT 5. LEARNING STRATEGIES Training a neural network Computational graphics Implementing a deep network The Backpropagation Algorithm Multilayer Deep Neural Networks TEACHING UNIT 6. DATA MINING AND MACHINE LEARNING Introduction to Data Mining and Machine Learning The KDD Process Data Mining Models and Techniques Areas of Application Text Mining and Web Mining Data Mining and Marketing

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Are the Educa PHAROS courses eligible for credit?

Many courses can be credited toward the master's programs at Structuralia.

Facts about our area

+ 1.483

Hours

+88.999

Minutes

264

Courses

Are the masterclasses live?

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Why is Educa PHAROS the best solution?

Educa PHAROS is a next-generation training model that places a company’s human capital at the forefront. Through a platform that adapts to each company’s corporate identity and offers a total of more than 900 courses, it provides tailored training for each organization. The unlimited flat-rate plan provides each company with the number of courses that best suits its needs, as well as the ability to determine which employees will have access.