Axsos Academy

👋 Introduction

🚀 Stages

🎯 Expectations

🔗 Biweekly Sessions & Support Link

🗺️ Book your One on one

Course Outline

Python Overview

What is Google Colaboratory?

Working in Colab: Simple Math

Primitive Data Types

Declaring Variables

Variables and Primitive Data Types (Practice)

Functional Programming and OOP

Lists and Tuples

Lists and Tuples (Practice)

Dictionaries

Dictionaries (Practice)

For Loops

For Loops Assignment (Core)

Conditionals

Conditionals Exercise (Practice)

Intro to Custom Functions

Debugging

Debugging Exercise (Practice)

Custom Functions

Measures of Central Tendency

Writing a Function to Calculate the Mean

Intro to Python Libraries

Functions for Measures of Central Tendency

Central Tendency Functions (Core)

Using Markdown Effectively

Project 1 - Part 1 (Core)

Interview Questions (Optional)

Sets (Optional)

While Loops (Optional)

Intro to Pandas DataFrames

Working with DataFrames

Saving Files to Google Drive

Loading Data with Pandas

Loading Data (Practice):

Saving a dataframe as a .csv

Slicing

Slicing (Practice)

Filtering

Filtering (Practice)

Pandas Groupby

Groupby (Core)

🌟 STAGE 2: Application Workshop

📝CV

🛠️CV Resources

🚀CV Do’s & Don’ts

📝Finalize your CV

✅ CV Checklist

🎓Education Section "CV"

📝Tailor Your CV

📝 [Submission] CV

CRISP-DM Workflow

Project Overview

Phase 2) Data Understanding

Initial Inspection

Duplicates

Missing Values

Handling Null Values

Consistency

Combine or Separate Features

Data Cleaning (Core)

Project 1 - Part 2 (Core)

Additional Pandas Resources

Pandas Interview Questions (Optional)

Phase 2.4: Explore Each Feature

Why Visualize Your Data?

Creating Matplotlib Plots

Univariate Visualizations

Recreate Interest vs Principal Graph (Practice)

Histograms

Boxplots

Histograms & Boxplots Exercise (Practice)

Univariate Categorical Plots

Univariate Plots (core)

Overview - Multivariate Visualizations

Bar Plots

Correlation and Heat Maps

Regression Plots

Multivariate Categorical Plots

Multivariate Plots Practice:

Data Visualization (Core)

Customizing Plots

Making a README

Project 1 - Part 3 (Core)

Matplotlib Styles

Saving Plots to Files

Data Visualization Interview Questions

1.0 Cover Letter

2.0 LinkedIn

2.1 Building your LinkedIn Profile

2.2 Professional profile photo

3.0 Coveto

4.0 GitHub

🌟 [Submission] Stage 3

🌐 Networking Skills