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Philip (Sterling) Osborne Data

PhD Student in Artificial Intelligence

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Reinforcement Learning from Scratch: Applying Model-free Methods and Evaluating Parameters in Detail

Making Programming Easier with Keyboard Macros — Video

Learning NLP Language Models with Real Data

3 Tips to Improving Your Data Science Workflow

RL from Scratch Part 1.3: Finding the Optimal Policy 2

RL from Scratch Part 1.2: Finding the Optimal Policy 1

7th June 20187th June 2018 osbornep2018 Posts

Reinforcement Learning for Real Life Planning Problems

Originally posted to Medium on 20/05/2018.   Reinforcement Learning for Real Life Planning Problems Recently, I have published some examples where I have created Reinforcement Learning models for some real lifeContinue reading

7th June 20187th June 2018 osbornepUncategorised

Building a Bot to counter Negative Comments on Reddit using Natural Language Processing

Originally posted to Medium on 06/06/2018. Reddit is an amazing website for sharing just about everything and has the tagline as ‘the frontpage of the internet’. It has even recentlyContinue reading

20th March 201820th March 2018 osbornep2018 Posts

Tourism of the UK to/from US Analysis

Just a quick visualisation I put together to compare the number of tourists coming into and leaving to UK from/to the US against the exchange rate for USD and GDP.Continue reading

20th March 201820th March 2018 osbornep2018 Posts

UK Divorce and Marriage Visual Analysis

Using publicly available data from ONS I analysed interesting trends the number of marriages and divorces in the past century.  These are some of the more interesting trends I foundContinue reading

9th March 20189th March 2018 osbornepUncategorised

Building a Reinforcement Learning Model from Scratch to Plan a Meal based on Real Costs and Personal Preferences: Part 2

Reinforcement Learning for Meal Planning Varying Alpha¶ A good explination of what is going on with our outupt due to alpha is described by stack overflow user VishalTheBeast:¶ “Learning rateContinue reading

9th March 201820th March 2018 osbornep2018 Posts

Building a Reinforcement Learning Model from Scratch to Plan a Meal based on Real Costs and Personal Preferences: Part 1

Reinforcement Learning for Meal Planning based on Meeting a Set Budget and Personal Preferences¶ Aim¶ When food shopping, there are many different products for the same ingredient to choose fromContinue reading

9th March 201820th March 2018 osbornep2018 Posts

Master’s Thesis Summary: Constructing a Narrative using Markov Decision Processes applied to Data Visualisations

Abstract We aimed to create a Markov Decision Process model that can recommend visualisations in an order that portrays a guided narrative. The model uses Monte Carlo learning and isContinue reading

7th March 201820th March 2018 osbornep2018 Posts

UK House Price Analysis: Part 3

Part 3: Connecting House Sales In the Same Year¶ Instead of grouping all the sales made of the same house in the same year, we can analyse the total numberContinue reading

7th March 201820th March 2018 osbornep2018 Posts

UK House Price Analysis: Part 2

Part 2: Connecting House Sales Between Years¶ Combine multiple sales of the same house in a year into one taking the mean of prices¶ Originally we simply sorted by theContinue reading

7th March 201820th March 2018 osbornep2018 Posts

UK House Price Analysis: Part 1

  Introduction¶ Analysis for data set: https://www.kaggle.com/hm-land-registry/uk-housing-prices-paid https://www.gov.uk/government/statistical-data-sets/price-paid-data-downloads We have used Python, R, GGPlot and Plotl.ly to analyse over 20 Million houses to compare the number of houses sold inContinue reading

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  • Reinforcement Learning from Scratch: Applying Model-free Methods and Evaluating Parameters in Detail
  • Making Programming Easier with Keyboard Macros — Video
  • Learning NLP Language Models with Real Data
  • 3 Tips to Improving Your Data Science Workflow
  • RL from Scratch Part 1.3: Finding the Optimal Policy 2

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