https://jamesmalcolm.me/tags/data/ Recent content in Data on James' Blog https://jamesmalcolm.me/%3Clink%20or%20path%20of%20image%20for%20opengraph,%20twitter-cards%3E https://jamesmalcolm.me/%3Clink%20or%20path%20of%20image%20for%20opengraph,%20twitter-cards%3E Hugo -- 0.147.2 en Sun, 28 Dec 2025 00:00:00 +0000 https://jamesmalcolm.me/posts/trustpilot-scoring/ Sun, 28 Dec 2025 00:00:00 +0000 https://jamesmalcolm.me/posts/trustpilot-scoring/ Trustpilot is a leading consumer review site, understand how they rank businesses and how you can learn from it. https://jamesmalcolm.me/posts/rl-building-environments/ Mon, 21 Jul 2025 02:13:04 +0000 https://jamesmalcolm.me/posts/rl-building-environments/ Let's explore an applied area of reinforcement learning on Monopoly Deal by starting to build a gym environment. Part one of a series. https://jamesmalcolm.me/posts/agent-blueprint/ Wed, 09 Jul 2025 02:13:04 +0000 https://jamesmalcolm.me/posts/agent-blueprint/ Explore a common path for multi-agent workflows within an enterprise environment. https://jamesmalcolm.me/posts/exploring-byte-latent-transformers/ Mon, 12 May 2025 02:13:04 +0000 https://jamesmalcolm.me/posts/exploring-byte-latent-transformers/ Explore what makes Deepseek unique and how to apply the same techniques to smaller open source models such as Google's Gemma. https://jamesmalcolm.me/posts/deepseek/ Sat, 01 Feb 2025 02:13:04 +0000 https://jamesmalcolm.me/posts/deepseek/ Explore what makes Deepseek unique and how to apply the same techniques to smaller open source models such as Google's Gemma. https://jamesmalcolm.me/posts/gen-ai-reflections-2024/ Mon, 16 Dec 2024 02:13:04 +0000 https://jamesmalcolm.me/posts/gen-ai-reflections-2024/ Look back at some of the major themes in 2024 and the influence generative AI brought, and the challenges generative AI faced. https://jamesmalcolm.me/posts/private-llms/ Mon, 18 Dec 2023 07:00:00 +0000 https://jamesmalcolm.me/posts/private-llms/ Explore a way of using differential privacy to introduce sensitive data into LLM models. https://jamesmalcolm.me/posts/next-word-prediction-pytorch/ Wed, 08 Nov 2023 00:13:04 +0000 https://jamesmalcolm.me/posts/next-word-prediction-pytorch/ Let's build a basic next word prediction model using PyTorch and discuss the applications. https://jamesmalcolm.me/posts/llm-memory/ Tue, 24 Oct 2023 07:00:00 +0000 https://jamesmalcolm.me/posts/llm-memory/ Learn about the role of memory in LLM applications and how to handle multiple users and sessions for chat applications. https://jamesmalcolm.me/posts/cloud-genai-vs-openai-cost/ Mon, 07 Aug 2023 02:13:04 +0000 https://jamesmalcolm.me/posts/cloud-genai-vs-openai-cost/ In this post, we take a look at the cost of deploying your generative AI on AWS and Google cloud, and compare it to that of OpenAI's pricing model https://jamesmalcolm.me/posts/prompt-injection/ Thu, 15 Jun 2023 02:13:04 +0000 https://jamesmalcolm.me/posts/prompt-injection/ With the rise of generative AI models, new and emerging security risks. One of the largest and novel risks is Prompt Injection. We take a look a couple of mitigations on how to make AI safer. https://jamesmalcolm.me/posts/improving-trustpilot-score/ Tue, 28 Mar 2023 07:00:00 +0000 https://jamesmalcolm.me/posts/improving-trustpilot-score/ Learn about three strategies on improving your Trustpilot TrustScore https://jamesmalcolm.me/posts/tour-of-pytorch-autograd/ Mon, 01 Feb 2021 08:06:57 +0000 https://jamesmalcolm.me/posts/tour-of-pytorch-autograd/ I take a dive into PyTorch autograd to explore what it does and how it relates to training deeplearning models. https://jamesmalcolm.me/posts/google-cloud-deep-learning/ Sun, 20 Dec 2020 08:30:48 +0000 https://jamesmalcolm.me/posts/google-cloud-deep-learning/ Cloud providers such as Google Cloud offer great flexibility to compute power, including GPUs, which is useful for deep learning. https://jamesmalcolm.me/posts/nz-gdp-update/ Thu, 17 Sep 2020 22:41:02 +0000 https://jamesmalcolm.me/posts/nz-gdp-update/ There's a lot happening in New Zealand's economy currently. With a recession, monetary policy annoucement, and an election. We take stock of a few things. https://jamesmalcolm.me/posts/email-marketing-vanity-metrics/ Thu, 03 Sep 2020 08:30:48 +0000 https://jamesmalcolm.me/posts/email-marketing-vanity-metrics/ Vanity metrics play an important role in email marketing, we break down vanity metrics such as Click-through rate and look at factors to improve engagement. https://jamesmalcolm.me/posts/bayesian-ab-testing-pyro/ Thu, 13 Aug 2020 05:14:20 +0000 https://jamesmalcolm.me/posts/bayesian-ab-testing-pyro/ Implement a successful experiment using Bayesian AB testing. In this, we use Pyro, a python framework to analyse marketing and on-boarding experiments https://jamesmalcolm.me/posts/optimize-sales-for-growth-with-lead-scoring/ Mon, 03 Aug 2020 06:12:00 +0000 https://jamesmalcolm.me/posts/optimize-sales-for-growth-with-lead-scoring/ Increase your sales win-rate and efficiency with lead scoring. A technique that is applicable to businesses of all sizes.