This is the personal blog of Azahar Machwe.
I am passionate about technology and using it to solve real world problems. This is the place to put those thoughts that keep me awake at night!
Latest from the Blog
Time-series Forecasting
In my previous post I described how to setup time-series collections in MongoDB and run time-series queries on property transaction dataset. In this post I am going to showcase some data pipelines that use Mongo Aggregations and some time-series forecasts using TensorFlow and statsmodel libraries (as a comparison). Architecture Overview Using the AI-Infrastructure Alliance reference…
Time-series Data in MongoDB
In my previous post I took the England and Wales property sale data and built a Google Cloud dashboard project using Terraform. In this post I am going to use the same dataset to try MongoDB’s new time-series capabilities. This time I decided to use my personal server instead of on a cloud platform (e.g.…
Housing Data on GCP using Terraform
The UK Government provides data for property transactions for all sales in England and Wales. This data is updated monthly and all the files can be found: https://www.gov.uk/government/statistical-data-sets/price-paid-data-downloads The single CSV datafile (going back almost 30 years) is approximately 5gb. I wanted to use this as a target to learn more about the cloud as…
- Time-series Forecasting
- Time-series Data in MongoDB
- Housing Data on GCP using Terraform
- DBSCAN: Clustering Algorithm
- A Voyage of MLOps Discovery
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