Python
Data Structures (Lists, Tuples, Dictionaries, Sets)
Control Flow (If-Else, Loops, Functions)
NumPy (Arrays, Matrices, Mathematical Operations)
Pandas (DataFrames, Data Manipulation, Data Analysis)
Matplotlib (Data Visualization)
Scikit-Learn (Machine Learning Algorithms)
Pandas Topics
Series
DataFrame
Panel
Indexing and Slicing
Data Selection
Data Assignment
Data Concatenation
Data Merging
Descriptive Statistics
Data Visualization
Data Aggregation
Data Resampling
Data Cleaning
Data Normalization
Data Encoding
Data Binning
Reading Data
Writing Data
Data Serialization
head()
tail()
info()
describe()
plot()
corr()
crosstab()
mean()
median()
mode()
std()
var()
sum()
count()
fillna()
dropna()
drop_duplicates()
sort_values()
groupby()
pivot_table()
apply()
plot()
bar()
hist()
boxplot()
scatter()
line()
read_csv()
read_excel()
read_json()
to_csv()
to_excel()
to_json()
Data Pipelines and
ETL Processes
R
Collaborative Tools
Power BI topics
Data Visualization
DAX (Data Analysis Expressions)
Data Analysis
Deployment and Sharing
Integration and Automation
Distributed
Computing and
Parallel Processing
Batch Processing Frameworks
Stream Processing Frameworks
Serverless Computing
Container Orchestration
SQL
Data Visualization
(Matplotlib, Seaborn,
Tableau)
Knowledge Sharing
Tools
Data Warehousing
and Data Lakes
Data Warehouse Concepts
Data Warehouse Technologies
Data Lake Concepts
Data Lake Technologies