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AI Horizon Forecast

Nikos Kafritsas
Hundreds of paid subscribers

Explaining complex AI models as clear as daylight. Focusing on time series and latest AI research.

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Substack
PricingFreemiumPublishesWeekly
Issues58Founded3 years agoLast Issue11 days ago
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Latest Issues

Toto-2.0: 5 Silent Failure Modes to Avoid for Full Performance (+Tutorial)

Toto-2.0 is a top-tier foundation model - here is how to actually leverage its full potential

Toto-2.0 currently sits at the top of the foundation-model tier on the GIFT-Eval leaderboard. The model shows real capability across a wide range...

11 days ago
4
Paid

Toto-2.0: Time Series Forecasting Finally Scales Like LLMs

Toto-2.0 sets a new bar for time series foundation models.

In previous articles, we covered Toto-2.0 through practical tutorials, sharing a Retail Forecasting walkthrough and exploring the BOOM and TIME benchmarks.

Now it’s time to look a...

13 days ago
5

Toto-2.0: Learning to Forecast Sparse Time Series Without Training

Understanding, benchmarking, and using a foundation model for sparse and intermittent time series forecasting without training

In the previous article, we looked at Toto-2, Datadog’s latest foundation model on a retail forecasting task.

25 days ago
5
Paid

Toto-2.0: The Upgraded Time-Series Foundation Model (+Retail Forecasting Tutorial)

Datadog's new open-weight SOTA model tested on a retail forecasting project.

It feels like every few weeks, there’s a breakthrough in time-series foundation models.

a month ago
11
Paid

Time Series Foundation Models: A Deep Dive into Strengths and Limitations

Created with GPT-image

Time series foundation models are one of the biggest shifts in forecasting in the last 2 years.

They have real potential, and they can perform very well in the right setting.

But they also have weaknesses. A lot of...

3 months ago
9
3

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  • Nikos Kafritsas

    Data Scientist at Persado • Making AI simple

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