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# Формат alias-группы: каноническое название | вариант 1 | вариант 2
# В итоговый CSV записывается первый элемент строки.
# Языки программирования
1c | 1с
c
c# | c sharp
c++
go
java
javascript | js
julia
lisp
perl
php
python
r
ruby
rust
scala
typescript | ts
# Web
html | html5
nginx
apache
OSI
# Базы данных
cassandra
clickhouse
databricks
mongodb
mssql | sql server | microsoft sql server
mysql
oracle
postgresql | postgres
redis
snowflake
sql
sqlite
# Системы контроля версий
git
mercurial
svn
# Контейнеризация и оркестрация
docker
helm
kubernetes | k8s
openshift
podman
# Обработка данных (Python)
dask
datatable
modin
numpy
pandas
polars
pyarrow
# Визуализация
altair
bokeh
folium
geopandas
ggplot
holoviews
matplotlib
plotly
seaborn
# ML/DL библиотеки
aim
anthropic
azure ml
catboost
comet
faiss
haystack
huggingface transformers
hyperopt
keras
langchain
lightgbm
llamaindex
mlflow
openai
optuna
polyaxon
pytorch | torch
ray
sagemaker
scikit-learn | sklearn
sentence-transformers
tensorflow
vertex ai
wandb
xgboost
# NLP
bert
doc2vec
gensim
gpt
llm
natural language processing | nlp
nltk
prompt engineering
rag
roberta
spacy
stanford corenlp
t5
text mining
tf-idf | tfidf
topic modeling
word2vec
word embeddings
# Computer Vision
albumentations
detectron2
image processing
opencv | open cv
pillow
scikit-image | skimage
segment anything
yolo | you only look once
# Статистика и анализ
anova
arviz
bayesian inference
clustering
dimensionality reduction
hypothesis testing
pca
pingouin
pymc3
regression
scipy
stan
statsmodels
tsne | t-sne
umap
# ETL / Pipelines
airflow
apache beam
celery
dagster
dbt
elt
etl
kafka
kedro
luigi
prefect
rabbitmq
zenlytic
# Big Data
databricks
delta lake
emr
flink
hadoop
hive
mapreduce
pig
spark
storm
# Облачные платформы
app engine
aws | amazon web services
azure
azure ml studio
bigquery
cloud functions
compute engine
cosmos db
databricks
data factory
ec2
emr
gcp | google cloud platform
glue
kaggle
lambda
s3
sagemaker
snowflake
storage account
synapse
vertex ai
yandexcloud | yandex cloud
# Операционные системы / Shell
bash
command line | command-line interface | cli
fish
linux
powershell
shell scripting
terminal
zsh
#
alt
centos
debian
ubuntu
# Языки и форматы данных
avro
csv
feather
hdf5
json
msgpack
orc
parquet
protobuf
toml
xml
yaml | yml
# API / Web
api
rest | rest api
graphql
soap
web scraping | web-scraping
selenium
playwright
requests
fastapi
flask
django
streamlit
gradio
dash
aiohttp
urllib
oauth
jwt
# Математика
calculus
convex optimization
gradient descent
linear algebra
optimization
probability theory
statistics
# Машинное обучение
ab testing
accuracy
active learning
artificial intelligence | ai
auc
bias-variance tradeoff
canary release
confusion matrix
cross-validation
deep learning | dl
ensemble methods
evaluation metrics
f1 score
feature engineering
feature selection
hyperparameter tuning
machine learning | ml
mlops
model deployment
model drift
model monitoring
model selection
model serving
online learning
overfitting
precision
recall
reinforcement learning
roc
semi-supervised learning
supervised learning
transfer learning
underfitting
unsupervised learning
# Data Analysis
ccpa
data analysis
data catalog
data cleaning
data ethics
data governance
data lineage
data preprocessing
data privacy
data profiling
data quality
data validation
data wrangling
gdpr
# BI / Визуализация данных
cognos
looker
metabase
microstrategy
plotly dash
power bi | powerbi
qlikview
redash
streamlit
superset
tableau
# Прочие технологии
amd rocm
anaconda
asyncio
colab
concurrency
conda
cuda
cuDNN
debugging
distributed computing
emacs
gpu
intel oneapi
jupyter
jupyterlab
kaggle
latex
logging
memory management
miniconda
mock
multiprocessing
neovim | nvim
notebook
nvidia
onnx
openvino
parallelism
parallel processing
pip
pipenv
poetry
profiling
pycharm
pytest
regex | regexps | regular expressions
tensorrt
threading
tpu
triton
unittest
vi
vim
virtual environment
vscode
# Методы и алгоритмы
anomaly detection
arima
autoencoders
cnn
collaborative filtering
content-based filtering
decision trees
diffusion models
fourier transform
gan
genetic algorithm
gradient boosting
graph neural networks
gru
logistic regression
lstm
lstm forecasting
matrix factorization
monte carlo
neural networks
optimization algorithms
outlier detection
prophet
random forest
recommender systems
rnn
seasonal decomposition
signal processing
simulated annealing
simulation
svm
time series
vae
# DevOps / MLOps
alibi
argo
bias detection
captum
ci/cd | cicd | continuous integration continuous delivery
clearml
containerization
dagshub
experiment tracking
fairness
feature store
github actions | github action
gitlab ci | gitlab ci/cd
jenkins
kubeflow
lime
mlflow
mlops
model explainability
model monitoring
model registry
model versioning
neptune
orchestration
polyaxon
reproducibility
shap
tekton