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adin786/README.md

adin786

Who am I?

Lead MLOps Engineer working in finance industry, building out an AWS-centric ML platform and custom tooling.

Used to be a Data Scientist in commercial R&D for a Sales Enablement start-up/scale-up. Specialised in voice and conversational AI products including applications of LLMs.

These days my interests are more in Data Engineering and tooling for MLOps/deployment.

Started out as an MEng Mechanical Engineer so have past experience across Automotive and Energy industries.

Always been tinkering with data things like data acquisition systems, fleet telematics, control systems and vehicle dynamics analysis.

Interested in:

MLOps, Data Engineering, tooling, model lifecycle, NLP, LLMs, embeddings...

Links:

Languages / Tech:

Python Docker AWS Sagemaker GCP Databricks Bash Git Jupyter Terraform Airflow

AWS stack:

Glue Sagemaker Step Functions CDK/Cloudformation ECS/Fargate Lambda Cloudwatch Eventbridge

Python libraries:

Scikit-learn Pytorch Mlflow DVC Wandb Airflow Plotly Streamlit Pandas Pyspark Spacy Sentence-transformers Bertopic Langchain Llamaindex

Pinned

  1. house_climate house_climate Public

    ETL pipeline in Airflow. Ingesting data from Tado smart thermostat API to analyse my home heating usage

    Python

  2. energy_forecast energy_forecast Public

    Forecasting UK energy consumption with MOps tooling for CI/CD, Serverless deployment, dashboard,Terraform.

    Python

  3. autotrader-analysis autotrader-analysis Public

    Web scraping and analysis of autotrader adverts, to build a used car valuation model.

    Python 5

  4. bank_churn bank_churn Public

    Churn modelling for bank customer dataset

    Python 1

  5. jobs-analysis jobs-analysis Public

    Job ad classification for DS / DA / DE jobs. Using NLP, Jupyter, Scikit-learn, NLTK

    Python