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Wafiq Syed
Wafiq Syed

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Published in Towards Data Science

·Feb 14, 2022

The Most Important Metric for Machine Learning Models

Hint: it’s not f1-Score, accuracy, precision, or recall — How is your model creating value for your customers and making the business money? Business folks do not understand nor care about the ML metrics (F1-score, accuracy, precision) that data scientists work tirelessly to optimize their models for. The true measure of a model’s success is how it impacts the…

Data Science

6 min read

The Most Important Metric for Machine Learning Models
The Most Important Metric for Machine Learning Models
Data Science

6 min read


Published in Towards Data Science

·Jul 29, 2020

How to use Scikit-Learn Datasets for Machine Learning

We’ll explore the breast cancer dataset and create a model that classifies tumors — Scikit-Learn provides clean datasets for you to use when building ML models. And when I say clean, I mean the type of clean that’s ready to be used to train a ML model. The best part? The datasets come with the Scikit-Learn package itself. You don’t need to download anything…

Python

6 min read

How to use Scikit-Learn Datasets for Machine Learning
How to use Scikit-Learn Datasets for Machine Learning
Python

6 min read


Published in Towards Data Science

·Jun 19, 2020

Getting Started with Shell + 5 Common Commands

An Introduction to Shell for Beginners — Using shell can be intimidating. It’s understandable to prefer tools with pretty user interfaces. Before we look at shell, what is shell exactly? Defining Shell Let’s keep it simple, by starting with how we use computers. Think of your computer as a robot that’s waiting for instructions. For most of your needs…

Shell

8 min read

Getting Comfortable with Shell + 5 Common Commands to Know
Getting Comfortable with Shell + 5 Common Commands to Know
Shell

8 min read


Published in Towards Data Science

·Apr 5, 2020

Run Python 3 on Sublime Text (Mac)

It Only Takes a Minute — Sublime Text is one of the most widely used lightweight text editors when it comes to programming. If you’re a Python programmer, you may not be running your preferred version of Python. This tutorial explains how to get Sublime Text running Python 3.7. If you prefer a video tutorial, here’s…

Python

3 min read

Run Python3 on Sublime Text
Run Python3 on Sublime Text
Python

3 min read


Apr 4, 2020

Selecting Columns in Spark (Scala & Python)

Apache Spark offers several methods to use when selecting a column. For this tutorial, assume a DataFrame has already been read as df. Here are several ways to select a column called “ColumnName” from df. Scala Spark // Scala import org.apache.spark.sql.functions.{expr, col, column} // 6 ways to select a column df.select(df.col("ColumnName")) df.select(col("ColumnName")) …

Spark

1 min read

Spark

1 min read


Published in Dev Genius

·Mar 29, 2020

Mac Hack: Automatically Move Zipped Files to Trash After Expanding

Don’t worry about your deleting .zip files anymore — There’s usually no point keeping compressed files (files ending with .zip for example) on your computer after unzipping/expanding them. Let your Mac moved compressed files to Trash automatically.

2 min read

Mac Hack: Automatically Move Zipped Files to Trash After Expanding
Mac Hack: Automatically Move Zipped Files to Trash After Expanding

2 min read


Mar 7, 2020

Avoid Making This Mistake When Giving a Speech

One of the most common mistakes made during speeches and presentations is beginning with an excuse or apology. Examples: “I didn’t get much time to prepare for this so please bear with me.” “I’m feeling sick so I apologize for my voice in advance.” The reason we may start a…

Public Speaking

2 min read

Avoid Making This Mistake When Giving a Speech
Avoid Making This Mistake When Giving a Speech
Public Speaking

2 min read


Jan 31, 2020

Boost Note, the Best Free Note-Taking Software for Coders

Computer science is a field where you learn something new every day. It can be tough to keep track of the lifesaving code snippets you find on StackOverFlow. Or a new package that gives you features you didn’t know you need till you came across them. Meet Boost Note. It’s…

Boostnote

2 min read

Boost Note, the Best Note-Taking Software for Coders
Boost Note, the Best Note-Taking Software for Coders
Boostnote

2 min read


Jan 22, 2020

U.S. W-8BEN Tax Form for Canadians

For Canadians, how to fill out the Medium tax form — If you’re a Canadian expecting to receive payments from a company located in the U.S., you’ll need to submit a W-8BEN form. This applies for the Medium Partner Program, BlueHost Affiliate Program, and more! The W-8BEN form can look intimidating at first, but it’s actually pretty simple. It only takes…

Medium Partner Program

2 min read

U.S. W-8BEN Tax From for Canadians
U.S. W-8BEN Tax From for Canadians
Medium Partner Program

2 min read

Wafiq Syed

Wafiq Syed

63 Followers

Product Manager from Toronto, Master’s in Management of AI (MMAI) graudate.

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