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Name: ra312

Type: User

Bio: software engineer for Machine Learning Systems, computer and math addict, enabling enterprises together with computers

Hello 👋

Hi,I'm Rauan, a Software Engineer who enjoys translating business problems to software products.

🔭 I usually work on automating and orchestrating custom pipelines for data extraction, ML model deployment and tracking in production (Google Kubernetes Engine, Vertex AI)

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import json
from dataclasses import asdict, dataclass


@dataclass
class MLStack:
    external_databases : tuple = ("PostgreSQL", "Oracle", "IBM_DB")
    machine_learning   : tuple = ("TensorFlow", "Scikit-Learn", "PyTorch", "xgBoost", "HyperOpt") 
    apache_stack       : tuple = ("Apache Spark", "Hive", "NiFi", "Flink", "Apache Knox")
    cloud_stack        : tuple = ("Google Kubernetes Engine")
    production         : tuple = ("Vertex AI", "Kubeflow","Luigi", "Airflow")
    os                 : tuple = ("ZooKeeper", "Alpine Linux")

    def serialize(self):
        return json.dumps(asdict(self), indent=4)


stack = Stack()
print(stack.serialize())

ra312's Projects

influential-cs-books

Most influential books on Computer Science/programming

interviews

Everything you need to know to get the job.

ipython-sql

%%sql magic for IPython, hopefully evolving into full SQL client

jericho

A learning environment for man-made Interactive Fiction games.

jina

An easier way to build neural search on the cloud

kubernetes-cicd

Demonstration of a Kubernetes-centric CI/CD workflow

llama2-streamlit

This chatbot app is built using the Llama 2 open source LLM from Meta.

llava

Large Language-and-Vision Assistant built towards multimodal GPT-4 level capabilities.

luigi

Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.

microblog-2012

Microblog application for the original Flask Mega-Tutorial from 2012

ml-sk-project

This repository contains all necessary scripts for project of team 8

mlops-with-vertex-ai

An end-to-end example of MLOps on Google Cloud using TensorFlow, TFX, and Vertex AI

mm-cot

Official implementation for "Multimodal Chain-of-Thought Reasoning in Language Models" (stay tuned and more will be updated)

model-server

A fastapi web application for real time inference

open-assistant

OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.

openvino_notebooks

📚 Jupyter notebook tutorials for OpenVINO™

pandas-tfrecords

Easy converter pandas -> tfrecords & tfrecords -> pandas

personalization

A project to create personalised recommendation for restaurants

Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.

ra312 Goto Github PK

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