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addisonklinke/README.md

Hello there 👋 I'm Addison

Find me around the web

Stack Overflow LinkedIn PyTorch Forums PyTorch Lightning Slack Etsy MLops.community Slack LeetCode

Or writing jokes in code

from bs4 import BeautifulSoup
import torch, torchaudio, torchtext
from torch import nn


class UltimateMLPipeline(nn.Module):
    """An engineer can dream"""

    def __init__(self, pretrained=True):
        super().__init__()
        self.asr_model = torchaudio.asr.get_sota_model()
        self.ner_model = torchtext.ner.get_sota_model()

    def forward(self, exec_meeting_audio, implementation_url='https://paperswithcode.com'):
        business_needs = self.asr_model(exec_meeting_audio)
        latest_research = self.ner_model(BeautifulSoup(implementation_url, 'html.parser'))
        similarity_score = torch.cdist(latest_research, business_needs.use_case, p=2)
        ml_task = torch.max(similarity_score)
        top_papers = ml_task.filter(language__isin=business_needs.tech_stack).order_by(business_needs.kpi)
        best_model = top_papers[0].implementation.get_model(pretrained=True)
        return best_model(business_needs.input)


model = UltimateMLPipeline()
torch.save(model.state_dict(), 'UltimateMLPipeline.ckpt')  # Weights available tomorrow ;)

⚡ Tools I've Worked With

Languages Python C/C++ Go R Bash jQuery TeX

ML PyTorch PyTorch Lightning Ray Tune Tensorflow Keras Scikit-Learn ONNX

MLOps MLflow Databricks SageMaker CloudFormation Hydra Dolt

DevOps CircleCI GitHub Actions Git Bitbucket Pipelines

Databases Postgres Redis MySQL

Data Spark Pandas Kafka NumPy OpenCV

Cloud AWS Google Cloud

Web Django Bootstrap Selenium

OS/Containers Linux Ubuntu Docker Kubernetes

📈 Stats

LeetCode user addisonklinke

Addison's GitHub stats

Addison's Top Languages

Addison's StackOverflow

Pinned Loading

  1. investing investing Public

    Automated scripts for monitoring long-term stock trends

    Python 2 1

  2. pytorch-architectures pytorch-architectures Public

    PyTorch implementations of research paper model architectures

    Python 4 2

  3. rainflow rainflow Public

    Extract cyclic features from compressed time series

    R 1 1

  4. bash-utilities bash-utilities Public

    Custom bash commands for added shell functionality

    Shell 2

  5. garmin-train garmin-train Public

    Python utilities for handling Garmin workout data

    Python

  6. oxford-vocab oxford-vocab Public

    Parse and translate Oxford vocab lists into target foreign language

    Python