100_Days_MLDL

DAY 2 (20 Sept 2023):

Topic: Advanced Pandas Topics Revision

1. Data Aggregations
2. Data Visualizations
3. Time Series Data Handling
4. Handling Categorical Data
5. Advanced Topics

Detailed Medium Article: Advanced Pandas: A Comprehensive Handbook for Data Enthusiasts

Detailed Source Code: Day 2 Commit

LinkedIn post: Day 2 Update , Pandas Complete Guide Post

LeetCode Problems Solved:

1. Rank Scores
2. Nth Highest Salary
3. Duplicate Emails

DAY 3 (21 Sept 2023):

Topic: Numpy Revision

1. Numpy Array Basics
2. Array Inspection
3. Array Operations
4. Working with Numpy Arrays
5. NumPy for Data Cleaning
6. NumPy for Statistical Analysis
7. NumPy for Linear Algebra
8. Advanced NumPy Techniques
9. Performance Optimization with NumPy

Detailed Medium Article: Mastering NumPy: A Data Enthusiast’s Essential Companion

Detailed Source Code: Day 3 Commit

LinkedIn post: Day 3 Update

LeetCode Problems Solved:

1. Median of Two Sorted Arrays
2. Consecutive Numbers

DAY 4 (22 Sept 2023):

Topic: Matplotlib Fundamentals Revision

1. Basic Plotting
2. Plot Types
   • 2.1 Bar Chart
   • 2.2 Histograms
   • 2.3 Scatter plots
   • 2.4 Pie Charts
   • 2.5 Box Plot (Box and Whisker Plot)
   • 2.6 Heatmap, and Displaying Images
   • 2.7 Stack Plot

Detailed Medium Article: Mastering Maplotlib: A Comprehensive Guide to Data Visualization

Detailed Source Code: Day 4 Commit

LinkedIn post: Day 4 Update

LeetCode Problems Solved:

1. Employees Earning More Than Their Managers

DAY 5 (23 Sept 2023):

Topic: Advanced Matplotlib Topics Revision

1. Multiple Subplots
   • 1.1 Creating Multiple Plots in a Single Figure
   • 1.2 Combining Different Types of Plots
2. Advanced Features
   • 2.1 Adding annotations and text
   • 2.2 Fill the Area Between Plots
   • 2.3 Plotting Time Series Data
   • 2.4 Creating 3D Plots
   • 2.5 Live Plot - Incorporating Animations and Interactivity.

Detailed Medium Article: Advanced Maplotlib: A Comprehensive Guide to Data Visualization

Detailed Source Code: Day 5 Commit

LinkedIn post: Day 5 Update

LeetCode Problem Solved:

1. Customers Who Never Order

DAY 6 (24 Sept 2023):

Topic: Seaborn Fundamentals Revision

1. Categorical Plots
   • 1.1 Count Plot
   • 1.2 Swarm Plot
   • 1.3 Point Plot
   • 1.4 Cat Plot
   • 1.5 Categorical Box Plot
   • 1.6 Categorical Violin Plot

Detailed Source Code: Day 6 Commit

LinkedIn post: Day 6 Update

LeetCode Problem Solved:

1. Delete Duplicate Emails

DAY 7 (25 Sept 2023):

Topic: Seaborn Univariate and Bivariate Plots

1. Univarite Plots
   • 1.1 KDE Plot
   • 1.2 Rug Plot
   • 1.3 Box Plot
   • 1.4 Violin Plot
   • 1.5 Strip Plot
2. Bivariate PLots
   • 2.1 Regression Plot
   • 2.2 Joint Plot
   • 2.3 Hexbin Plot

Detailed Medium Article: Mastering Seaborn: Demystifying the Complex Plots!

Detailed Source Code: Day 7 Commit

LinkedIn post: Day 7 Update

LeetCode Problem Solved:

1. Department Highest Salary

DAY 8 (26 Sept 2023):

Topic: Seaborn Multivariate and Matrix Plots

1. Multivariate Plots
   • 1.1 Using Parameters
   • 1.2 Relational Plot
   • 1.3 Facet Grid
   • 1.4 Pair Plot
   • 1.5 Pair Grid
2. Matrix PLots
   • 2.1 Heat Map
   • 2.2 Cluster Map

Detailed Medium Article: Advanced Seaborn: Demystifying the Complex Plots!

Detailed Source Code: Day 8 Commit

LinkedIn post: Day 8 Update

LeetCode Problem Solved:

1. Rising Temparature

DAY 9 (27 Sept 2023):

Topic: Plotly Fundamentals

1. Using plotly express to create basic plots
2. Using graph objects module to customize plots

Detailed Source Code: Day 9 Commit

LinkedIn post: Day 9 Update

LeetCode Problem Solved:

1. Game Play Analysis I

DAY 10 (28 Sept 2023):

Topic: Plotly Advanced plots

1. Advanced Plots
   • Box plots
   • Violin Plots
   • Density Heatmaps
   • Scatter Matrix
   • 3D Plots
   • Animated Plots

Detailed Medium Article:

Detailed Source Code: Day 10 Commit

LinkedIn post:Day 10 Update

DAY 11 (29 Sept 2023):

Topic: Data Cleaning on Loan Defaulter Dataset

1. Data Inspection.
2. Handling missing values.
3. Data Imputation

Detailed Source Code: Day 11 Commit

LinkedIn post: Day 11 Update

DAY 12 (30 Sept 2023):

Topic: Data Visualization on Loan Defaulter Dataset

1. Binning of data for better visualizaiton
2. Univariant analysis
3. Bivariant analsis

Detailed Source Code: Day 12 Commit

LinkedIn post: Day 12 Update

DAY 13 (1 Oct 2023):

Topic: Exploratory Data Analysis and Insights on Loan Defaulter Dataset

1. Finding insights from the visualizations

Detailed Source Code: Day 13 Commit

LinkedIn post: Day 13 Update

DAY 14 (2 Oct 2023):

Topic: Descriptive Statistice

1. Mean, Median, Mode: These are measures of central tendency.
2. Variance and Standard Deviation: These quantify data spread or dispersion.
3. Skewness and Kurtosis: These describe the shape of data distributions.
4. Quantiles and Percentiles: These help analyze data distribution.
5. Box Plots for Descriptive Stats: Box plots provide a visual summary of the dataset.
6. Interquartile Range (IQR): The IQR is the range covered by the middle 50% of the data

Detai