Notes
The BIBF notebook
23 notes from the AWS machine learning program at BIBF and after, newest first.
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This website began as my collection of study notes for AWS Machine Learning certifications from training conducted at the Bahrain Institute of Banking and Finance (BIBF). What started as a personal reference tool has evolved into something more valuable to
Note1 min2 Week GenAi
Week 2 of the GenAI bootcamp intensified our exploration of generative AI capabilities, introducing multimodal processing, audio transcription techniques, and advanced retrieval-augmented generation (RAG) systems. Organized by Andrew Brown, this week focused
Tutorials6 min0 Week GenAI
Welcome to the world of Generative AI! This preweek bootcamp, expertly organized by Andrew Brown, serves as an intensive introduction to the core concepts, architectures, and practical considerations in the rapidly evolving field of Generative AI (GenAI). Wh
Tutorials7 minApp Prototyping
Building prototypes for AI and machine learning applications requires tools that balance rapid development with the ability to showcase complex functionality. This comprehensive guide explores the leading prototyping tools, their strengths, use cases, and pr
Tutorials10 minContainers
Sandboxing is a crucial security measure in LLMs that isolates the execution environment of AI-generated code. This prevents it from accessing critical systems or sensitive data, ensuring a secure and controlled space for running untrusted code. - Sandboxe
Cloud Computing1 minkserve
- Kubernetes-based, open-source serving platform. - Extends Kubernetes with Custom Resource Definitions (CRDs) for deploying and managing serverless, event-driven applications. - Designed for seamless integration with other Kubernetes services and tools. -
Note1 minAI ML basic
The BERT model was proposed in BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding by Jacob Devlin, Ming-Wei Chang, Kenton Lee and Kristina Toutanova. It’s a bidirectional transformer pre-trained using a combination of masked lan
Tech Insights1 minAWS ML Services
Amazon Web Services (AWS) offers one of the most comprehensive suites of machine learning services in the cloud, enabling organizations to harness the power of AI without the complexity of building and maintaining ML infrastructure from scratch. This compreh
AWS ML9 minAmazon Sage Maker
This about all about SageMaker and it's built in Algorthims and how to use them and how to tune them.
AWS ML17 minArchitecting-on-AWS
The trust policy defines who or what can assume the role. It outlines the entities that are allowed to take on the permissions associated with the role. This can include AWS services, users, accounts, or even external identities The permissions policy sp
Tutorials21 minBIBF-AI
This website aims to serve as a repository of notes from AWS machine learning training conducted at BIBF (Bahrain Institute of Banking and Finance) through a partnership program with Tamkeen. The goal is to create an open platform where trainees c
Tutorials1 minBuilding Data Analytics
In this guide, we'll explore how to build batch data analytics solutions using Amazon EMR (Elastic MapReduce). Amazon EMR is a cloud-based big data platform that allows you to process large datasets efficiently. We'll cover various modules to help you unders
Tutorials7 minCloud Essential
The instructors shed light on the essential role of Amazon Web Services (AWS) and its profound importance. They narrated compelling stories to underscore the significance of embracing cloud computing, emphasizing two key aspects: The instructors highlighted
Cloud Computing4 minData Analytics Fundamentals
Data analytics is the systematic process of examining raw data to uncover meaningful patterns, correlations, and insights. In today's data-driven world, analytics transforms information into actionable knowledge that drives business decisions, operational i
Data Science14 minData Engineering
- S3 Standard: For general-purpose storage of frequently accessed data; designed for durability of 99.999999999% of objects over a given year. - S3 Intelligent-Tiering: Designed to optimize costs by automatically moving data to the most cost-effective acce
Data Science7 minData Lakes
1. Are a great way to store and analyze large volumes of data at a low cost. 1. Exponential growth of data. 1. unstructured data. - Text - Images - Videos - Audio 1. Need analytics faster - Days - Hours - Real time
Tech Insights9 minDeep learning and Machine learning
- Neurons in your cerebral cortex are connected via axons - A neuron “fires” to the neurons it’s connected to, when enough of its input signals are activated. - Very simple at the individual neuron level – but layers of neurons connected in this way can yie
Data Science3 minExploratory Data Analysis
Pandas is a fast, powerful, flexible and easy to use open source data analysis and data manipulation library built on top of the Python programming language. - Data Frame: A two-dimensional data structure, i.e., data is aligned in a tabular fashion in r
Data Science5 minMLOPS Engineering
Machine Learning Operations (MLOps) represents the convergence of machine learning, DevOps, and data engineering practices designed to streamline the deployment, monitoring, and management of ML models in production. This comprehensive guide explores MLOps f
ML Ops8 minMachine Learning Pipeline on AWS
Machine learning pipelines represent the systematic approach to transforming raw data into production-ready models that deliver business value. This comprehensive guide explores the complete ML pipeline lifecycle on AWS, from problem formulation to model dep
ML Ops19 minParctical Data Science
Data science bridges the gap between raw data and actionable business insights. This comprehensive guide explores practical data science methodologies, machine learning workflows, and production deployment strategies. Whether you're a beginner or an experien
Data Science14 minPrompt Engineering
has emerged as one of the most critical skills in the age of large language models. The ability to craft effective prompts can mean the difference between mediocre AI responses and transformative interactions. This comprehensive guide expl
Tech Insights8 min1 Week GenAi
Welcome back to our GenAI bootcamp series! Week 1 marked the official launch of our intensive journey into generative AI, organized by the esteemed Andrew Brown. This week focused on establishing a solid foundation through essential developer tools, understa
Note5 min