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Mastering Machine Learning with Python

person icon GreyCampus Inc.

4

Mastering Machine Learning with Python

Mastering Machine Learning with Python

updated on icon Updated on Jul, 2024

language icon Language - English

person icon GreyCampus Inc.

category icon Development,Data Science,Machine Learning

Lectures -67

Duration -12.5 hours

4

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Course Description

Welcome to "Mastering Machine Learning with Python," a comprehensive course designed to equip learners with the skills and knowledge to excel in machine learning using Python. This course covers a wide range of topics, ensuring you gain a robust understanding of machine learning and its applications.

"Mastering Machine Learning with Python" immerses learners in advanced machine learning algorithms, hypothesis testing, and optimization techniques. You will delve into essential topics such as the basics of matrices, decision trees, random forests, K-Nearest Neighbors (KNN), Support Vector Machines (SVM), and Naive Bayes classifiers. Explore unsupervised learning techniques, including K-Means clustering and PCA, and gain Time Series Analysis (TSA) proficiency.

This course also covers advanced areas like Natural Language Processing (NLP), Artificial Neural Networks (ANN), Recurrent Neural Networks (RNN), and reinforcement learning. Additionally, you will use libraries like Scikit-Learn for machine learning tasks and OpenCV for NLP walkthroughs.

Ideal for data scientists and aspiring machine learning engineers, this course is tailored to help you master machine learning with Python. Embark on your journey to master machine learning with Python and unlock limitless opportunities in your professional and academic pursuits. Enroll today to elevate your skills and gain a competitive edge in today's data-driven world!

Who this course is for:

  • Data Scientists
  • Aspiring Machine Learning Engineers
  • Data Analysts and Researchers
  • Software Developers Interested in Machine Learning
  • Anyone Seeking Advanced Machine Learning Proficiency

Goals

  • Deepen Machine Learning Proficiency: Enhances understanding of machine learning algorithms, techniques, and their applications

  • Master Analytical Tools: Advanced techniques for data analysis and predictive modeling.

  • Advanced Data Management: Exploring strategies for organizing, cleaning, and transforming data effectively using Python.

  • Feature Engineering Techniques: Gaining proficiency in creating and selecting the most relevant features for modeling.

  • Real-World Applications: Applying machine learning skills to practical scenarios, such as financial forecasting, healthcare analytics, and more.

Prerequisites

  • Basic knowledge of Python programming

  • Familiarity with basic statistics and linear algebra.

  • Basic understanding of data structures and control flow.

Mastering Machine Learning with Python

Curriculum

Check out the detailed breakdown of what’s inside the course

Basics of matrices
2 Lectures
  • play icon Scalar ,vector, matrix and arrays 12:39 12:39
  • play icon Matrix multiplication 08:58 08:58
Hypothesis Testing
4 Lectures
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Decision Tree
4 Lectures
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Random Forest
4 Lectures
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KNN
4 Lectures
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SVM
4 Lectures
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Naive Bayes
3 Lectures
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Unsupervised Learning
1 Lectures
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K-Means
4 Lectures
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TSA
5 Lectures
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PCA
2 Lectures
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NLP
2 Lectures
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ANN
3 Lectures
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RNN
3 Lectures
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Walthrough to NLP
8 Lectures
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Open CV - Part 1
9 Lectures
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Scikit Learn
5 Lectures
Tutorialspoint

Instructor Details

GreyCampus Inc.

GreyCampus Inc.

About me

GreyCampus helps people power their careers through skills and certifications. We believe continuous upskilling and certifications is key to sustained success in your career. While older skills are fast becoming less relevant, need for newer in-demand skills is growing exponentially. We believe if you stay skilled, you will stay ahead.


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