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Blog
March 20, 2023 Tomi Kokkonen
Using OpenAI’s GPT APIs to generate data for your NLP project

Collecting, cleaning and labeling data is one of the most time-consuming problems in data science and this is especially true in NLP. Recently, we've seen data scientists utilize large language models such as OpenAI's GPT-4 to help produce datasets to train smaller NLP models that solve a more specific task.

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Blog
March 16, 2023 Henrik Skogström
Large Language Models for the Rest of Us

With the popularization of LLM's developers and product folks are flocking to the space and testing out novel concepts. How will LLM products evolve over time?

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March 06, 2023 Viktoriya Kuzina
Business Value of MLOps

In 2020, Forbes estimated the market of MLOps solutions is expected to reach $4 billion by 2025. The recent Venture Beats article claims it will grow to over $6 billion by 2028. Let's look at what is the driving force for the demand of MLOps.

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February 10, 2023 Eero Laaksonen
LLMOps: MLOps for Large Language Models

LLMOps focuses on the operational capabilities and infrastructure required to fine-tune existing foundational models and deploying these refined models as part of a product.

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January 25, 2023 Henrik Skogström
Introducing the Valohai Ecosystem

The Valohai Ecosystem is a library of templates that enable users to kick off their projects with ease and reduce the amount of boilerplate code that needs to be written.

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November 10, 2022 Juha Kiili
Valohai Developer Core

The pioneers' journey will be full of sidestepping, u-turns, and zigzags. No organization can exactly know where they'll end up, but we will help you to get there. Valohai developer core will keep all paths open, just in case you need to change course.

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October 21, 2022 Juha Kiili
Valohai Smart Orchestration

With Valohai, rapid experimentation, massive grid searches, complex multi-cloud pipelines, distributed learning clusters, and model deployment are all a single click (UI), a single command (CLI), or a single request (API) away and handled by the battle-hardened orchestration system.

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October 07, 2022 Juha Kiili
Valohai Knowledge Repository

Valohai integrates into your code repository, container repository, data storage, and compute resources - in the cloud and on-premise - orchestrating and recording their complex interplay. This way, the bookkeeping is fully ingrained into the machine learning workflow and something the pioneers don’t even need to think about conscientiously.

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Blog
October 04, 2022 Drazen Dodik
Valohai is now SOC 2 Type II compliant

As of September 29, 2022, Valohai is officially SOC 2 Type II compliant. SOC 2 compliance "demonstrates your organization's ability to effectively safeguard the privacy and security of customer data".

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Blog
September 26, 2022 Eero Laaksonen
ML. The Pioneer Way.

We are renewing our commitment to helping ML Pioneers. Our focus has always been on supporting people working on the next wave of ML and we’ve been working hard to turn that focus into words and visuals. We want Valohai to be as bold as the ML Pioneers who rely on us.

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August 23, 2022 Juha Kiili
Modern web scraping pipeline for ML

Web scraping and data gathering are vast topics. There is no single correct way to programmatically collect data from sources designed for human consumption. The right approach for web scraping depends on the context, and in this article, we focus on an early-stage ML project needing time series data.

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Blog
August 17, 2022 Juha Kiili
Continuous training and deployment for machine learning at the edge

Michael Vakulenko of JFrog and Juha Kiili of Valohai showcase the real-life example of creating a machine learning system that continuously improves itself through IoT.

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Blog
July 25, 2022 Juha Kiili
Makefile: the secret weapon for ML project management

What if I told you there is a simple, free, lightweight tool for weaponizing any CLI-based ML project. All the commands are nicely wrapped and accessible via shortcut aliases and only a TAB keypress away. This tool is easily installable and super robust for all operating systems! It is called Make.

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July 18, 2022 Viktoriya Kuzina
Top-3 industries that need artificial intelligence solutions the most in 2022

We look at industries with the highest need for artificial intelligence solutions in 2022, why they need it, and gives example use-cases.

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Blog
July 04, 2022 Juha Kiili
Five things to know about Jupyter notebooks

Here are some tips and tricks for Jupyter notebook with step-by-step guides: from running shell commands to changing the notebook theme - easily!

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