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# Exploratory Data Analysis

Oil Prices Predictions in Kenya

Oil prices significantly impact economies, with low prices benefiting importers and high prices aiding exporters. In Kenya, rising kerosene prices have strained low-income households, leading to a 39.45% drop in kerosene usage in 2023. The cost of fuel in Kenya is influenced by product costs, taxes, margins, and distribution, with taxes making up about 40% of prices. Compared to neighbouring countries, Kenya has the highest fuel prices, highlighting the need for targeted interventions and regional cooperation to stabilise fuel costs and support vulnerable populations.

BN
bedan njoroge
Oct 04, 2024 • 8 min read
# Exploratory Data Analysis

Auto Machine Learning in H20

H2O is a user-friendly alternative to Scikit-Learn for machine learning, offering AutoML features that automate data preprocessing, model training, and hyperparameter tuning. It supports both Python and R, making it versatile for various workflows. H2O Flow provides a graphical interface for non-programmers, while extensive documentation aids users in leveraging its capabilities. The article includes practical examples using the Pima Indian Diabetes dataset to build classification models and implement AutoML, demonstrating H2O's effectiveness in simplifying machine learning processes.

JK
john kamau
Oct 07, 2024 • 5 min read
# General Knowlege

Women in Tech

Women play a crucial role in data science, contributing significantly to the field despite historical under-representation. Currently, women make up about 30% of the global data science workforce, aided by initiatives like WiDS Worldwide and Girls Who Code. However, challenges such as wage gaps, leadership representation, and work-life balance persist. To foster growth, organisations should prioritise diversity, mentorship, equitable pay, and early exposure to STEM for girls. Continued efforts are necessary to achieve gender parity and ensure women's vital contributions shape the future of data science.

LA
lynn ajema
Aug 05, 2024 • 5 min read

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# Exploratory Data Analysis

Auto Machine Learning in H20

H2O is a user-friendly alternative to Scikit-Learn for machine learning, offering AutoML features that automate data preprocessing, model training, and hyperparameter tuning. It supports both Python and R, making it versatile for various workflows. H2O Flow provides a graphical interface for non-programmers, while extensive documentation aids users in leveraging its capabilities. The article includes practical examples using the Pima Indian Diabetes dataset to build classification models and implement AutoML, demonstrating H2O's effectiveness in simplifying machine learning processes.

JK
john kamau
Oct 07, 2024 • 5 min read
# Exploratory Data Analysis

Oil Prices Predictions in Kenya

Oil prices significantly impact economies, with low prices benefiting importers and high prices aiding exporters. In Kenya, rising kerosene prices have strained low-income households, leading to a 39.45% drop in kerosene usage in 2023. The cost of fuel in Kenya is influenced by product costs, taxes, margins, and distribution, with taxes making up about 40% of prices. Compared to neighbouring countries, Kenya has the highest fuel prices, highlighting the need for targeted interventions and regional cooperation to stabilise fuel costs and support vulnerable populations.

BN
bedan njoroge
Oct 04, 2024 • 8 min read
# Visualization

Setting Up a Dash Application

This guide introduces setting up a Dash application using Python for interactive data visualization. It covers creating a project directory, installing Dash, writing a basic app, and adding interactivity with components like dropdowns and graphs. The tutorial culminates in building a dynamic scatter plot using the Iris dataset, encouraging readers to explore and share their creations.

NM
newton mbugua
Oct 04, 2024 • 4 min read
# NLP

Natural Language Processing: a Beginner's Guide

Natural Language Processing (NLP) enables machines to understand and respond to human language, with applications in social media, customer reviews, news articles, and chat applications. Key processing techniques include Bag of Words, TF-IDF, and embeddings. NLP applications encompass sentiment analysis, language translation, topic analysis, text summarisation, named entity recognition, speech recognition, and chatbots. Technologies utilising NLP include Siri, Google Translate, and Grammarly. Understanding NLP basics can enhance project capabilities in working with natural language data.

JK
john kamau
Aug 07, 2024 • 5 min read
# General Knowlege

Women in Tech

Women play a crucial role in data science, contributing significantly to the field despite historical under-representation. Currently, women make up about 30% of the global data science workforce, aided by initiatives like WiDS Worldwide and Girls Who Code. However, challenges such as wage gaps, leadership representation, and work-life balance persist. To foster growth, organisations should prioritise diversity, mentorship, equitable pay, and early exposure to STEM for girls. Continued efforts are necessary to achieve gender parity and ensure women's vital contributions shape the future of data science.

LA
lynn ajema
Aug 05, 2024 • 5 min read
# Exploratory Data Analysis

Data Storytelling

Visualization gives you answers to questions you didn’t know you had.” – Ben Schneiderman

JK
john kamau
May 22, 2024 • 5 min read
# General Knowlege

Setting Up a Flask App

Flask is a minimal Python micro-framework based around Werkzeug and Jinja that gives you essential functionality and allows you to add your own with other Python packages.

NM
JK
newton mbugua
Mar 30, 2024 • 5 min read

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