DEEP DIVE INTO DATA & DEV

Exploring the intersection of raw analytics, decentralized logic, and structured interfaces. A technical notebook brought to life.

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dataset

Data Science & ML

NOTEBOOK.IPYNB
Visualization // Concept

Clean vs Messy Data

Clean vs Messy Data Chart

Leveraging Python ecosystem tools to extract signal from noise. Focusing on interpretability in machine learning models.

Python Pandas Random Forest SHAP
# Model Interpretability Output
import shap
explainer = shap.TreeExplainer(model)
shap_values = explainer.shap_values(X)
shap.summary_plot(shap_values, X)
github.com/AmbaRain

TMF Scholar Risk Assessment

Machine learning model for assessing risk profiles of TMF scholars.

github.com/AmbaRain

Supermarket Sales Forecast

Predictive modeling for retail sales optimization.

github.com/AmbaRain

A.U.R.A Dropout Prediction

Major Data Science interactive model predicting student dropout risks.

smart_toy AI MATCHING // GPT-4o-mini

Opportunity Radar

AI crawler matching hackathons & grants using GPT-4o-mini compatibility scoring. Led system architecture & UI/UX.

Project 05

Anomaly Detection

Unsupervised learning for fraud prevention.

Project 06

Data Pipeline ETL

Scalable data ingestion using Apache Spark.

Reviews

"The way he extracts signal from noise in our datasets is remarkable. His SHAP analysis provided clarity we didn't think possible."

— Senior Data Scientist, Quant-Flow

"Amba's predictive models for our supply chain optimization reduced overhead by 15% in the first quarter alone."

— Operations Lead, LogiTech

Web3 & Cairo Dev

currency_bitcoin
sell
CAIRO 3.0 // STARKNET ECOSYSTEM

Smart Contract Logic

#[starknet::contract]
mod LegacyVault {
    #[storage]
    struct Storage {
        owner: ContractAddress,
        beneficiary: ContractAddress,
        last_active: u64,
        timeout: u64,
        is_claimed: bool,
    }

    #[external(v0)]
    impl LegacyVaultImpl of ILegacyVault<ContractState> {
        fn ping_activity(ref self: ContractState) {
            self.assert_only_owner();
            self.last_active.write(get_block_timestamp());
        }

        fn execute_claim(ref self: ContractState) {
            let elapsed = get_block_timestamp() - self.last_active.read();
            assert(elapsed >= self.timeout.read(), 'Owner still active');
            assert(!self.is_claimed.read(), 'Already claimed');
            self.transfer_to_beneficiary(self.beneficiary.read());
            self.is_claimed.write(true);
        }
    }
}
verified CERTIFIED DEVELOPER

Ginakev Digital Academy

Rigorous training in zero-knowledge rollups, Starknet architecture, and writing provable programs in Cairo.

View Credentials arrow_forward

Reviews

"Writing provable programs in Cairo is no small feat. Amba's smart contract logic is clean, efficient, and highly secure."

— CTO, Stark-Aggregator

"A deep understanding of ZK-STARKs. His contribution to our L2 scaling solution was pivotal for our mainnet launch."

— Protocol Architect, Ether-Layer
developer_board

Web Development

Building "Responsive Structures" that combine strict layout grids with fluid, chaotic design elements.

REACT

Component Architecture

Modular, reusable UI blocks designed for high-performance rendering and state management.

TAILWIND CSS

Utility Styling

Rapid prototyping with functional CSS, maintaining strict design system adherence through configuration.

SYSTEMS

Fluid Grids

Responsive layouts that adapt structurally while maintaining the raw, neo-brutalist aesthetic across devices.

cakesbyk.optikl.ink

Cakes by K

Custom portfolio & ordering platform for a bespoke bakery business.

Harvoxx-Arsha-Web

Harvoxx Arsha Project

Modern corporate web project with sleek UI components.

Harvoxx-Calculator

Harvoxx Calculator

Interactive web-based calculator application built with modern web technologies.

Harvoxx-Grandioria

Harvoxx Grandioria

Grandioria corporate project landing page.
[ Still under development ]

Harvoxx-Dashboard

Harvoxx Dashboard

Interactive dashboard UI for Harvoxx.

Harvoxx-E-Store

Harvoxx E-Store

Modern e-commerce storefront for retail business.

Skill-Spring-Collab

Skill Spring (TMF)

Collaborative web platform built with a team of developers.

Inventory System

Inventory Management

Fullstack Java dynamic web project built with Servlets.

PHP Auth System

Harvoxx Auth Project

Secure authentication system backend built with PHP.

opportunity-radar.site
radar AI CRAWLER // CONVEX
AI-POWERED SYSTEM ARCH & UI

Opportunity Radar

AI web crawler matching hackathons & grants with OpenAI GPT-4o-mini compatibility scoring. Designed system architecture & UI/UX.

Reviews

"The neo-brutalist aesthetic he brought to our SaaS dashboard is both bold and incredibly functional."

— Product Manager, Metric-V2

"Component architecture that is actually reusable. Our dev team saved weeks of work using his React patterns."

— Engineering Lead, Studio-Alpha

"Fluid grids that don't break. His attention to responsive detail across devices is top-tier."

— Creative Director, Neo-Shop