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Codecademy

Data Scientist: Machine Learning Specialist

via Codecademy Path

Overview

Google, IBM & Meta Certificates – 40% Off
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Machine Learning Data Scientists solve problems at scale, make predictions, find patterns, and more! They use Python, SQL, and algorithms. Includes **Python 3**, **SQL**, **pandas**, **scikit-learn**, **Matplotlib**, **TensorFlow**, and more.

Syllabus

  • Welcome to the Data Scientist: Machine Learning Specialist Career Path
  • Principles of Data Literacy
  • Learn SQL
  • Python Fundamentals for Data Science (Part I)
  • Python Fundamentals for Data Science (Part II)
  • Portfolio Project: U.S. Medical Insurance
  • Python Pandas for Data Science
  • Exploratory Data Analysis in Python
  • Statistics Fundamentals for Data Science
  • Data Visualization Fundamentals with Python
  • Portfolio Project: Data Visualization
  • Data Wrangling, Cleaning, and Tidying
  • Communicating Data Science Findings
  • Data Science Foundations Portfolio Project
  • Next Step: The Machine Learning Specialty
  • Python Fundamentals Part III
  • Math for Machine Learning
  • Statistics Fundamentals Part II
  • Machine Learning Fundamentals
  • Supervised Learning I : Regressors, Classifiers and Trees
  • Feature Engineering for Data Scientists
  • Unsupervised Learning Algorithms
  • Ensemble Methods in Machine Learning
  • Supervised Learning II: SVM's, Recommender Systems, Naive Bayes
  • Deep Learning and Neural Networks
  • Machine Learning Portfolio Project
  • Data Scientist: Machine Learning Specialist Final Review

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