Python Immersive Bootcamp
The course is developed for non programmers and non stat audience.
It consist of games, graphics, and examples to sensitize you to the terms used in Data Science.
Notes for 1st Session:
Group size is max 3.
Day 1 / 2 (This course is prerequisite for Part 2)
Two day intensive boot camp for Python Data Science Enthusiast.
Topics: Introduction to Python Foundations of programming:
Python built-in Data types Concept of mutability and theory of different Data structures Control flow statements: If, Elif and Else Definite and Indefinite loops: For and While loops Writing user-defined functions in Python Classes in Python Read and write Text and CSV files with python List comprehensions and Lambda. Classes and inheritance.
Print Hello World Azure Notebooks & Anaconda Book and Content Functions (Arguments and Return) Loops (For While) If else List/Dictionary
Nested Loops with if else List/Dictionary (JSON) Class Lambda Functions List Comprehension
File Handling Web Scraping Exception handling SQLite Python
Capstone Project for Github Portfolio
Matplotlib Numpy Pandas Scipy Python Lambdas Python Regular Expressions Collection of powerful, open-source, tools needed to analyze data and to conduct data science.
Working with jupyter anaconda notebooks pandas numpy matplotlib git and many other tools.
Data Loading, Storage, and File Formats
Data Cleaning and Preparation
Data Wrangling: Join, Combine, and Reshape
Plotting and Visualization
Data Aggregation and Group Operations
Python Data Analytics
We’ll cover the machine learning and data mining techniques are used for in a simple example in Python.
Regression analysis K-Means Clustering Principal Component Analysis Train/Test and cross validation Bayesian Methods Decision Trees and Random Forests Multivariate Regression Multi-Level Models Support Vector Machines K-Nearest Neighbor Bias/Variance Tradeoff Ensemble Learning
(Portfolio Building for your project)
Select your project, download data, clean wrangle and massage your data and make it ready for anaysis
Run Machine Learning Models and select the best model
Tweak Model parameters
Fine tune and publish your portfolio
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