Saturday, May 1, 2021

Installation - Machine Learning Deep Learning Prerequisites

import numpy as np # linear algebra

import seaborn as sns # data visualization, API

from bs4 import BeautifulSoup as soup # web scraping

Install packages based on requirements.txt using command line

Install requirements

$sudo pip install -r requirements.txt

Other commonly used libraries:

numpy, scipy - for scientific computing, matplotlib, 

import os 
# import the os module 
# "This module provides a portable way of 
# using operating system dependent functionality."

Other scikit-learn import statements you might see in the wild:

from sklearn.metrics import roc_auc_score

from sklearn.ensemble import RandomForestClassifier

from sklearn.naive_bayes import GaussianNB

from sklearn.neighbors import KNeighborsClassifier

from sklearn.tree import DecisionTreeClassifier

from sklearn.ensemble import AdaBoostClassifier

from sklearn.ensemble import GradientBoostingClassifier

from sklearn.linear_model import LogisticRegression

Machine Learning in the Cloud

Workflow :  How to generate or collect, preprocess and train with data. 

Sample tasks : 

  • train machine learning models in google cloud. 
  • Data collection in Google Cloud or on Amazon Web Services (AWS). 
  • Analyze, preprocess training data. 
  • Clean, analyze data and present your findings
  • Pre-processing data using python
  • Train a basic machine learning model
  • Deploy a model for prediction using a REST API


Thursday, April 1, 2021

Machine Learning Jokes

 xkcd machine learning joke https://xkcd.com/1838/

Generative Adversarial Networks (GANs) 







Wednesday, March 31, 2021

Startup office tech company interior design inspiration

 Headspace office has an open amphitheater for group meditation and meeting, improving happiness, wellness.


Sunday, March 7, 2021

What does it take to be a Software Engineer or Machine Learning Engineer at Quora?

 Quora is a place where people go ask questions, and get relevant answers / tips back from experts, the crowd, people with experiences... What does it take to be an engineer at Quora? This recruiting flyer tells us what it really takes to be a part of the Quora engineering team. Pro (paid) members can access this info card . Follow us for more job post analysis, career growth suggestions like this http://ml.learn-to-code.co/.




Thursday, March 4, 2021

Cool GPT-3 Demos

 GPT-3 Discussion on clubhouse

OpenAI DALL-E
https://openai.com/blog/dall-e/







Monday, February 8, 2021

Next Rembrandt - Generated AI - Uniqtech curated coolest AI demo series

This is a state-of-art collaboration among researchers and technologists at ING, Microsoft, Tu Delft ... Rembrandt Museum.  This is a perfect example of AI generated fine art. Unlike hobbyist generated pictures, and unlike prototype experimental art generation, this is high fidelity, fine grained, HD generated fine art,  meticulously 3D printed, which is hard to achieve. In this case, it is executed to perfection. Title: Next Rembrandt - Generated AI - Uniqtech curated coolest AI demo series. Original source citation : see URL link.