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Max Mergenthaler
@MergenthalerMax
CEO and Co-Founder of @NixtlaInc
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Dec 1, 2022
•
5 tweets
•
4 min read
In today's exciting release😎
Use
@nixtlainc
's StatsForecast to beat a WIDE variety of
#DeepLearning
models with:
- interpretable methods 📈
- in under 10 min ⏲️
- $0.5c in AWS 🔥
- and a few lines of
#python
code 🤯
#reinventforecasting
🧵
1/5
🧵2/5
Building upon the great work of
@spyrosmakrid
et al, we fitted an ensemble of simple statistical models:
AutoARIMA, Exponential Smoothing (
@robjhyndman
etal),
Complex Exponential Smoothing (
@iSvetunkov
etal)
and the DOT method (
@fotpetr
etal)
The results were great!🔥
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Nov 28, 2022
•
7 tweets
•
6 min read
Today at
@nixtlainc
: fast and interpretable forecasting for multiple seasonalities. ⏲️🔎
This is exciting news for data scientists in the Python ecosystem. 🧵
#reinventforecasting
Time series are the operational DNA of the world. 🧬
Most business data (sales, demand, electricity load, sensors) is stored in tabular format with time indexes.
Most forecasting models in Python are only suited for single seasonal data. ⚠️
#reinventforecasting
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Nov 25, 2022
•
12 tweets
•
10 min read
@nixtlainc
started last year as a side project
Today we reached 1 million downloads🎉
Our goal is to shake the time series industry and make state-of-the-art algorithms available for everyone 🔥
This is how we got there
🧵1/11
#reinventforecasting
@nixtlainc
's ecosystem consists (now) of 5
#python
libraries
Focus: speed, scalability, and accuracy 🚀
Some features:
*
@scikit_learn
syntax
* Native support for
#spark
,
@raydistributed
, and
@dask_dev
* Models! Eg
#arima
,
#LightGBM
,
#NeuralNetworks
,
#transformers
🤖
2/11