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Data Science (BI (Tableau :star:, PowerBI :star:, Looker, Google Data…
Data Science
BI
Tableau :star:
PowerBI :star:
Looker
Google Data Studio
Qlik
Thoughtspot
apache superset
MicroStrategy
Amazon QuikSight
Machine Learning
Time Series :star:
Moving Average
Autoregressive
ARMA
ARIMA
GARCH
Supervised Learning :star:
Regression
Linear Regression
Ridge
LASSO
SVM
Random Forest Regression
Gradient boosting regression
Classification
Decision Trees
Random Forest
K nearest neighbors
Logistic Regression
SVM
Naive Bayes
Gradient Boosting
Recommender Systems :star:
Collaborative Filtering
Content Based Filtering
Hybrid
Unsupervised Learning :star:
Clustering
KMeans
Spectral Clustering
DBSCAN
Anomaly detection
Isolation Forest
One-Class SVM
Cluster Analysis
Dimension Reduction
PCA
Matrix Factorisation
LDA
Deep Learning
Convolutional Neural Network
Generative Adversarial Networks
Recurrent Neural Network
Sequence to Sequence
LSTM
GRU
bi-directional RNN
Hopfield Network
Continous time RNN
Deep Believe Networks
Deep Boltzman Machines
Deep Learning Frameworks
TensorFlow :star:
Keras :star:
Pytorch
Caffe
Computer Vision
Object identification
Scene Reconstruction
Instance Segmentation
Emotion detection
Object Segmentation
DeepLab
RefineNet
CNN
U-Net
Conditional Random Field
SegNet
PSPnet
Object detection
R-CNN
Fast R-CNN
R-FCN
YOLO
SSD
Natural Language Processing
Optical Character Recognition
Machine Translation
Parsing
Tagging
Named Entity Recognition
Natural Language Generation
Natural Language Understanding
Question Answering
Sentiment Analysis
Summarisation
Speech Recognition
Speech to text
Reinforcement Learing
Q Learning
Temporal Difference Method
Monte Carlo Methods
Languages
Scala :star:
R
Python :star:
Julia
SQL :star:
SAS
Matlab, octave
Data Storage
SQL
:star:
SQL lite
PostgreSQL
MySQL
Oracle SQL
Microsoft SQL
NoSQL
Cassandra
MongoDb
HBASE
Redis
Graphs
property graphs :star:
Cypher (NEO4J)
Spark GraphX
GraphQL (facebook)
Gremlin (tikerpop)
Semantic Graphs
SPARQL (e.g oracle spartial, virtuoso)
Search
Elastic Search :star:
Cloud Storage
Amazon S3
Azure Blob Storage
Google Cloud Storage
Azure Data Lake
Amazon Glacier
Cloud Databases
Amazon Redshift
Google Cloud Spanner
Google BigTable
Microsoft SQL
Visualisation & Analysis
Python based
Seaborn
Matplotlib
plotly
bokeh
Javascript based
D3.js
chart.js
highchart.js
google charts
timeline.js
R & Rshiny
Maps
Open Street Map
Google Maps
Mapbox
IDE
Jupyter Notebooks
Rstudio
Spyder
Data Engineering
Search Engine
elastic search
solr
lucene
Data Integration (ETL)
Data Cleaning
Data Scraping
beautiful soup
scrapy
Mathematics
Linear Algebra
Calculus
probability and statistics
Discrete distributions
continuous distributions
Decision Theory
Big Data
Hadoop
MapReduce
Pig
Hive
Streaming
Spark :star:
Kafka :star:
Storm
flink
RabbitMQ
Google pub/sub
Azure event hub
Amazon Kinesis
Dataflow
apache beam?
airflow
azure data factory
in
:
easimadi