EN FI SV
Paperspace Gradient machine learning platform is best known from extensive GPU support. They have recently partnered with Graphcore to provide new generation Intelligence Processing Units  .

Paperspace Gradient - ML platform with their own data centers and IPU processors

Paperspace Gradient machine learning platform is best known from extensive GPU support. They have recently partnered with Graphcore to provide new generation Intelligence Processing Units .

Saturn Cloud is a greate choice for data science teams who want to maximize flexibility of their environment. Integrated parallel processing with Dask differentiates it from the competitors.

Saturn Cloud - Data science workspace with Dask cluster

Saturn Cloud is a greate choice for data science teams who want to maximize flexibility of their environment. Integrated parallel processing with Dask differentiates it from the competitors.

Datalore   is collaborative data science platform from Jetbrains. The notebook experience has been taken to the next level. The company is best known for its Python IDE PyCharm.

Datalore - Collaborative data science platform with great notebook experience

Datalore is collaborative data science platform from Jetbrains. The notebook experience has been taken to the next level. The company is best known for its Python IDE PyCharm.

Bodo is a platform for data processing with Python and SQL. It is especially suitable for large datasets thanks to its unique parallel processing technology.

Bodo is a faster alternative for Spark to run massive ETL jobs in Python

Bodo is a platform for data processing with Python and SQL. It is especially suitable for large datasets thanks to its unique parallel processing technology.

Keras is one of the high level APIs in Tensorflow deep learning stack. It is the recommended framework to get started with neural networks, if you do not have special requirements.

Keras for basic neural networks

Keras is one of the high level APIs in Tensorflow deep learning stack. It is the recommended framework to get started with neural networks, if you do not have special requirements.

I have more experience from Pandas and Scikit-Learn Python libraries compared to Tensorflow. I was surprised how large the Tensorflow ecosystem with its ML engineering extensions.

Tensorflow for ML Engineers

I have more experience from Pandas and Scikit-Learn Python libraries compared to Tensorflow. I was surprised how large the Tensorflow ecosystem with its ML engineering extensions.

During my website migration it became evident that I would also need a new email service. Previously the email hosting was integrated in the CPanel of my web hotel.

EmailLabs - EU based service for 24 000 free transactional emails per month

During my website migration it became evident that I would also need a new email service. Previously the email hosting was integrated in the CPanel of my web hotel.

Printing bingo tickets for a wedding, excursion or company party?
Go to the bingo generator   browser application, with which you can create the desired number of randomly generated bingo tickets.

Bingo generator - Print bingo papers for wedding and other events

Printing bingo tickets for a wedding, excursion or company party? Go to the bingo generator browser application, with which you can create the desired number of randomly generated bingo tickets.

Kubernetes have been everywhere lately. Especially in the context of MLOps. I gave it a try by creating web app with Python Flask.

Running Flask frontend and backend in Kubernetes

Kubernetes have been everywhere lately. Especially in the context of MLOps. I gave it a try by creating web app with Python Flask.

I found an undocumented product_id parameter in Pipedrive API to attach products to deals. The issue is reported to Pipedrive dev team.

An undocumented product_id parameter in Pipedrive API to attach products to deals

I found an undocumented product_id parameter in Pipedrive API to attach products to deals. The issue is reported to Pipedrive dev team.

Google Colab, Databricks Community Edition, Visual Studio Code and Dcoker are some options to create a free data science workspace.

Free data science workspaces

Google Colab, Databricks Community Edition, Visual Studio Code and Dcoker are some options to create a free data science workspace.

Comparing the major machine learning platforms AWS SageMaker, Azure Machine Learning, Google Vertex AI and Databricks.

Comparison of machine learning platforms in major clouds

Comparing the major machine learning platforms AWS SageMaker, Azure Machine Learning, Google Vertex AI and Databricks.

Machine learning in predictive maintenance. The two-part blog series provides insights for cost savings and an example script in Python.

Machine learning in predictive maintenance

Machine learning in predictive maintenance. The two-part blog series provides insights for cost savings and an example script in Python.

Experiences from DataCamp online training. Structured data science courses are easy to organize for yourself or a team.

DataCamp - Learn data science online

Experiences from DataCamp online training. Structured data science courses are easy to organize for yourself or a team.

The article goes through the PySpark execution logic and provides guidelines to optimize the speed and performance.

PySpark execution logic and code optimization

The article goes through the PySpark execution logic and provides guidelines to optimize the speed and performance.

Clustering time series data with SQL - Nice 3D visualization using simple logic. Python notebook example in GitHub with industrial data.

Clustering data using SQL - An example with industrial IoT data

Clustering time series data with SQL - Nice 3D visualization using simple logic. Python notebook example in GitHub with industrial data.

A tutorial for parallel computation with Spark and Python. The example has been ran on AWS cloud computing platform.

Spark + Python tutorial for data developers

A tutorial for parallel computation with Spark and Python. The example has been ran on AWS cloud computing platform.

I wrote to Solita's blog about text analytics with the headline "Finnish stemming and lemmatization in python". The post has code examples.

Finnish stemming and lemmatization in python

I wrote to Solita's blog about text analytics with the headline "Finnish stemming and lemmatization in python". The post has code examples.

Investing when a depression is coming. Is it bad moment to start investing to stock index that are usually seen as sage bets?

Should you start investing if a depression is coming? - Data analysis

Investing when a depression is coming. Is it bad moment to start investing to stock index that are usually seen as sage bets?

Python code to automatically list header fields of multiple CSV files. The original use case was related to data warehouse documentation.

Csv headers to list using Python

Python code to automatically list header fields of multiple CSV files. The original use case was related to data warehouse documentation.

Python based Django web framework offers a great platform to create a data oriented web application for any size of needs.

Django tutorial - For data oriented web developers

Python based Django web framework offers a great platform to create a data oriented web application for any size of needs.