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Training Programs Data Science Python for Machine Learning & Data Science Course
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Python for Machine Learning & Data Science Course

This comprehensive certificate combines Python, data science, and machine learning into one course. You begin with Python fundamentals and gradually build toward advanced skills like predictive modeling and neural networks. Through hands-on projects using tools like Pandas, NumPy, Matplotlib, and TensorFlow, you will gain valuable experience you can use in roles related to data analysis, machine learning, or Python development.

Python-Data-Sci-Mach-Learn-Cert-
$2,095.00 (USD)

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Overview

Objective

Outline

  1. Python for Data Science Fundamentals
    1. Boolean Conditions
    2. Datetime and Random
    3. Loops and Strings
    4. Dictionaries
    5. NumPy
    6. Pandas DataFrames
    7. Bar Charts with Matplotlib
    8. Line & Scatter Charts with Matplotlib
    9. Pivot Population Data & Charts
    10. Basic Regression Analysis
    11. Introduction to Python and Colab/Jupyter Notebook setup for machine learning projects
    12. Load and explore car sales data using Pandas DataFrames
    13. Perform data slicing and initial statistical analysis: median, mode, standard deviation, variance, and percentiles
    14. Visualize uniform and normal distributions with Matplotlib
    15. Learn linear regression by modeling attendance vs. concessions
    16. Build prediction functions and apply user inputs
    17. Extend models with polynomial regressions
  2. Supervised Learning Essentials
    1. K-Nearest Neighbors
    2. Titanic Survival Prediction
    3. Computer Vision: Convolutional Neural Networks (CNN) - Part 1: Grayscale Images
    4. Computer Vision: Convolutional Neural Networks (CNN) - Part 2: RGB (Color) Images
    5. Sentiment Analysis

Requirements

Prerequisites

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Instructor

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C-TEC (Career and Technology Education Centers)

150 Price Road
Newark, OH 43055 US
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