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Python Data Science and Machine Learning bootcamp

Platform: Udemy

Course content

  • Jupyter overview
  • Python for Data Analysis: NumPy, Pandas
  • Python for Data Visualization: Matplotlib, Seaborn, Pandas Built-in, Plotly and Cufflinks, Geographical Plotting
  • Machine Learning: Linear Regression, Cross Validation and Bias-Variance Trade-Off, Logistic Regression, K-Nearest Neighbors, Decision Trees and Random Forests, Support Vector Machines, K-Means Clustering, Principal Component Analysis, Recommender Systems, Natural Language Processing
  • Big Data and Spark with Python
  • Neural Nets and Deep Learning

Instructions

jupyter notebook

Certificate of completion

Certificate of completion

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