Nicolo Cosimo Albanese – Medium

Nicolo Cosimo Albanese

Nicolo Cosimo Albanese
in
Towards Data Science

Create and Deploy a REST API Extracting Predominant Colors from Images

Using unsupervised machine learning, FastAPI and Docker

15 min readSep 26, 2023

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Create and Deploy a REST API Extracting Predominant Colors from Images

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Nicolo Cosimo Albanese
in
Towards AI

Steepest Descent and Newton’s Method in Python, from Scratch: A Comparison

Table of contents

10 min readAug 27, 2023

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Steepest Descent and Newton’s Method in Python, from Scratch: A Comparison

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Nicolo Cosimo Albanese
in
Towards Data Science

Dynamic Pricing with Reinforcement Learning from Scratch: Q-Learning

An introduction to Q-Learning with a practical Python example

12 min readAug 26, 2023

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Dynamic Pricing with Reinforcement Learning from Scratch: Q-Learning

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6

Nicolo Cosimo Albanese
in
Towards Data Science

Optimization: Capacitated Facility Location Problem in Python

Find the optimal number and location of warehouses to reduce costs and meet demand

12 min readFeb 28, 2023

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Optimization: Capacitated Facility Location Problem in Python

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Nicolo Cosimo Albanese
in
Towards Data Science

Implementing the Steepest Descent Algorithm in Python from Scratch

Table of contents

11 min readFeb 20, 2023

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Implementing the Steepest Descent Algorithm in Python from Scratch

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5

Nicolo Cosimo Albanese
in
Towards Data Science

Introduction to Optimization Constraints with SciPy

Explore bounds, linear and nonlinear constraints with practical Python examples

8 min readJan 31, 2023

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Introduction to Optimization Constraints with SciPy

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Nicolo Cosimo Albanese
in
Towards Data Science

Survival Analysis: Optimize the Partial Likelihood of the Cox Model

Finding the coefficients that maximize the log-partial likelihood in Python

8 min readDec 9, 2022

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Survival Analysis: Optimize the Partial Likelihood of the Cox Model

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Nicolo Cosimo Albanese
in
Towards Data Science

Topic Modeling with LSA, pLSA, LDA, NMF, BERTopic, Top2Vec: a Comparison

A comparison between different topic modeling strategies including practical Python examples

19 min readSep 19, 2022

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Topic Modeling with LSA, pLSA, LDA, NMF, BERTopic, Top2Vec: a Comparison

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Nicolo Cosimo Albanese
in
Towards Data Science

Introduction to Deep Learning with Keras in R

A step-by-step tutorial

6 min readAug 23, 2022

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Introduction to Deep Learning with Keras in R

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Nicolo Cosimo Albanese
in
Towards AI

Explore and Validate Datasets with TensorFlow Extended

Introduction to TensorFlow Data Validation with a practical example

7 min readJun 11, 2022

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Explore and Validate Datasets with TensorFlow Extended

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Nicolo Cosimo Albanese

Nicolo Cosimo Albanese

Data Scientist and ML Engineer | All views are my own | Get in touch: https://www.linkedin.com/in/nicolò-cosimo-albanese-aab038b9/

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