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Ma'lumotlar tahlili uchun Python

2026-yilda ma'lumotlar tahlili uchun Python'ni mukammal o'zlashtirish uchun bosqichma-bosqich qo'llanma

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Ma'lumotlar tahlili uchun Python
Arithmetic
Comparison
Logical
List Comprehensions
Defining Functions
args va kwargs
Lambda Functions
Built-in Functions
Funksiyalar va metodlar
pip
conda
virtualenv / venv
Environment Setup
JupyterLab
Google Colab
VS Code
Data Manipulation
Massivlar va ndarray
Array Operations
Indexing va slicing
Linear algebra asoslari
Random Module
NumPy
Series va DataFrame
Reading Data
Indexing va slicing
Filtrlash va query qilish
Groupby va aggregation
Merging va joining
Reshaping
Polars
requests bilan API'lar
BeautifulSoup
Reading Web Data
IQR
Visual Inspection
Pandas String Methods
Scatterplot
Correlation Matrix
Cross-tabulation
Data Visualization
Plot Categories
Subplot'lar va figure'lar
Customizing Plots
Saving figures
Matplotlib
Distribution plots
Categorical Plots
Heatmaps
Customizing Plots
Regression Plots
Seaborn
Plotly
Interactive Visualization
Streamlit
Dash
Power BI / Tableau
Dashboards
Dask
PySpark
Big Data Tools
Airflow
Data Pipelines
Kirish
Conditionals
Loops
String'lar bilan ishlash
Operators
Integers
Floats
Booleans
Strings
Type Casting
Ma'lumot tiplari
Tegishli yo'l xaritalari
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  • SQL yo'l xaritasi
  • R dasturlash yo'l xaritasi
  • ML yo'l xaritasi
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Ma'lumotlar tuzilmalari
Lists
Tuples
Sets
Dictionaries
Printing Variables
Package Management
SQL asoslari
SQL yo'l xaritasi
sqlite3
SQLAlchemy
SQL uchun package'lar
DuckDB
Pandas
Pandas
CSV
Excel
JSON
Parquet
Reading Local Files
Fayl formatlari
scrapy
isnull, isna
Dropping va imputing
Forward / Backward Fill
Z-score
IDE'lar
Data Cleaning
Missing Values
Outlier Detection
Parsing Dates
Encoding Categories
strip, replace, split
re
Tiplarni cast qilish
String'larni tozalash
Ma'lumot tiplarini o'zgartirish
Exploratory Data Analysis
Histogram
Mean, median va mode
Variance va std. deviation
Correlation va covariance
Boxplot
Descriptive Statistics
Distribution tahlili
Bog'liqliklar tahlili
Quyidagi tegishli yo'l xaritalarini ham ko'rib chiqing
AI va Data Scientist
Python
Data Analyst
Machine Learning
Data Engineer
Statistika va ML
SciPy
Scikit-learn
Ilg'or mavzular
BI Analyst
Ma'lumotlar tahlili uchun OOP
Python dasturchi
Null
Geospatial Analysis
GeoPandas
uv
Power BI
R

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