Table of Contents — Please Vote Uniqtech Publication Pipeline

Uniqtech
Data Science Bootcamp
3 min readJan 17, 2019

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Here are the topics we plan and will write about. Please vote for them in the comments below so that your topic of interest can come out quickly! Thank you for your participation.

Need an article urgently for an interview or project? Let us know by commenting below or emailing us at hi@uniqtech.co

This is a great table of contents and a roadmap for future contents.

NEW this month!

Blockchain for developers.

Explain blockchain

Amazon SageMaker Production level machine learning model deployment (Published)

Intermediate Git and Github Cheatsheet (inprogress)

Table of Contents

  • Technical Interview tutorials cheatsheet (In progress, some published)
  • Quick Start Tensorflow 2.0 (Inprogress)
  • Tensorflow cheatsheet
  • SQL Review for technical interviews (published)
  • Basic Machine Learning patterns (YouTube video)
  • Machine learning for non PhDs
  • All activation function cheatsheet published
  • — — activation function for deep learning (completed)
  • Udacity Pytorch Challenge guide
  • Google Cloud GCP tutorials (started)
  • RNN implementations
  • Understand PageRank in Minutes (inprogress)
  • Django Quick Starter Guide (inprogress)
  • Infographics and illustrations of difficult concepts, embedded Github codes
  • Cheatsheet for Machine Learning and Data Science
  • How to launch a Github page aka your coding portfolio
  • Civic hacking, coding with public data, coding for government, Code for America
  • Youtube video how to calculate dot product
  • Youtube video how to calculate matrix multiplication
  • Machine learning for finance, stock market
  • Understand cross entropy loss in minutes +2 pradeep singh Anna Birbeck
  • Getting started with Sklearn in Minutes
  • Getting started with Pytorch in Minutes
  • Getting started with Kaggle in Minutes
  • Getting started with AWS in Minutes
  • Getting started with SageMaker in Minutes
  • Graph Database, Graph Theory Graph algorithms
  • Coding for Product Managers
  • Matrix, Tensor Primer for Deep Learning
  • Matrix Multiplication — Linear Algebra Review for Deep Learning
    Body Shape Matter in Matrix Multiplication
  • Developer Tools — Improving Developer Productivity, Productivity Hacks
  • Learn Git and Github Workflow in Minutes
  • Coding for the Government — Civic Hack, smart cities
  • Math for Data Science and Machine Learning
  • Data preprocessing on Kaggle
  • Google Cloud Data Engineer Certification
  • Neo4j Certification
  • Virtualenv — Developer Tool Quick Review
  • Computer VisionCheatsheet
  • MIT Deep Learning Making Music with RNN Tutorial Walkthrough
  • Statistics Primer for Programmers
    Common Distributions and Density Functions
  • Introduction to Graph Database and Graph Algorithms
  • Generating Fake Data for Data Science Projects
  • Machine Learning Patterns
    Random initialization
  • Data Preprocessing Tutorial
    Pytorch Transformation Examples
  • Neo4j Getting Started with Graph Database
  • Pytorch Cheat Sheet for Beginners and Udacity Deep Learning Nanodegree
  • Using BigQuery and SQL in BigQuery
  • — — Getting Started with Instacart Dataset using Google BigQuery (Published) +10 jim ‘s comment follow-up article needed
  • — — Google BigQuery Cool Things You Can Do with It Thank you Niran for positive feedback!
  • Introduction to RNN Recurrent Neural Network
  • Natural Language Processing (NLP) Basics
  • Technical Interviews a Beginner’s Comprehensive Guide
  • Understand PageRank Algorithm in Minutes
  • Django Web Development Quickstarter Guide
  • Activation Functions Cheat Sheet for Deep Learning
  • SQL Cheatsheet — Technical Interview Prep
  • Understand Matrix Multiplication in Minutes
  • Facebook Pytorch a Comprehensive Guide to Get Started with Deep Learning
  • Understand Tensor, Matrix, Vector, Scalar in Minutes
  • Understand Manhattan vs Euclidean Distance in Minutes
  • Anaconda Miniconda Cheatsheet for Data Scientists
  • Pytorch cheatsheet for Udacity students
  • Code snippets for Udacity nanodegree
  • Data Science Cheat Sheet
  • Google Cloud Next (inprogress)
  • Kaggle Day (inprogress)
  • Deep Learning and Pytorch (published)

Published:

Machine Learning and Deep Learning

  • Understand Dot Product in Minutes

In-Progress / Draft Google Cloud Platform GCP Roadmap

Stay tuned. We will cover many of these in our free tutorials for 2019. If there’s something you like to see comment below! Request articles and tutorials. We will deliver for free.

Acronyms: Google Cloud Platform (GCP)

Articles and tutorials already in our pipeline and are coming soon:

  • Architecting with Google Cloud Platform
  • Data Engineering on Google Cloud Platform
  • Data to Insights on GCP
  • Developing Applications with Google Cloud Platforms
  • Kubernetes

Can’t wait? Take the above specializations on Coursera, which partnered with Google.

Udacity Deep Learning Nanodegree and Machine Learning Nanodegree

Pytorch FAQ Code Snippets for Udacity Deep Learning Scholarship Challenge with Facebook

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