SQL Database Design Project. Conference Room Booking database. Objective: Design a database for a company hosting conferences for start-up Tech companies to present their businesses and seek venture...
SQL Basics 03. GROUP BY ORDER BY. Database: WEATHER_STATIONS. SQLite. Database: WEATHER_STATIONS Table: STATION_DATA CREATE TABLE STATION_DATA ( station_number INTEGER, report_code VARCHAR, year ...
SQL Basics 02. WHERE. Database: WEATHER_STATIONS. SQLite. Database: WEATHER_STATIONS Table: STATION_DATA CREATE TABLE STATION_DATA ( station_number INTEGER, report_code VARCHAR, year ...
SQL Basics 01. SELECT. Database: REXON_METALS. SQLite. SELECT Database: REXON_METALS Table: CUSTOMER CREATE TABLE CUSTOMER ( CUSTOMER_ID INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL, NAME ...
Genearative Adverserial Network. Two-model architecture. TensorFlow. Train an AI to generate fake human writings of numbers 0 to 9. Two-model architecture: Generator & Discriminator. Data Prep...
Simple CNN architectures for image classification. CIFAR-10. PyTorch. CIFAR-10 Dataset. 10 classes. RGB images, 32x32. PyTorch. Data Preparation from torchvision import datasets, transforms from...
Machine Translation using RNN with and without Attention - A detailed tracing of informationBackground The focus of this study will be to trace the information flow, i.e., the flow of data from the very beginning as an input, to...
Eigen Analysis in Face RecognitionLoading Face datasets. Show face examples. import matplotlib.pyplot as plt import numpy as np import scipy.io allfaces_load =...
Image Processing using OpenCV. import matplotlib.pyplot as plt %matplotlib inline import cv2 import numpy as np def printm(X): print(f"{X}, {X.shape}\n") Image...
SAS, unbalanced 2-way MANOVA. Chip manufacture. Examine whether pressure and power are two main explanatory variables to uniformity (UNIF1 and UNIF2) and selectivity (SELECT), where...
SAS, Latin Square Design (Block design). Corn farming. A certain area of land was used for testing 4 varieties of corn represented by 4 levels of the variable VARIETY (c1, c2, c3, c4). Due to...
SAS, single-factor model. Pottery component over different sites. data pottery; input Site $2-14 Al Fe Mg Ca Na; datalines; Llanederyn 14.4 7.00 4.30 0.15 0.51 Llanederyn 13.8 7.08 3.43 0.12 0.17...
SAS, single-factor model. Iris sepal, petal measurements. Investigate: species effect on sepal, petal widths and length. Datasets.sas data iris; infile '/home/u60665181/_Storage/iris.dat'; input...
SAS, single-factor model. Child physical measurements. Investigate: sex effect on height, chest, mid-upper arm circumference amongst 2-yrs-old children. Datasets.sas data measures; /*2-yrs-old...
Effect of Normalization in training algorithm Standardization Let [x1, x2, ..., xn] and max(xi) = m, min(xi) = n Just transform xi into (xi-m)/(m-n) (Min-max Feature Scaling)...
Gradient Descent - MATH - Foundation1. Directional Derivative, D_u f(a). The rate of change of function f at point a, when move in the direction of a unit vector u. 2....
Climate Change and Elk Farming Calendar - PBL 02 - Azure Data Scientist AssociateProblem: A customer is managing a farm in the Washington State. The farm is the longest-running elk farm for generations, and has been...
Azure - Natural Language Processing: Text Analytics (AI-FUNDA) Using Azure Text Analytics Objective: A company receives a good amount of customer review. To facilitate processing, employ Text...
