PinnedMessage System: Apache Kafka Basics and comparisonProblem In an enterprise, there can be 100s and 1000s of such connection, and for each connection, one will have to look out for data type, connection type, schema, etc. Managing these connections in a highly coupled environment adds more difficulty. For example: if we have 3 source services and 4…Apache Kafka7 min readApache Kafka7 min read
Aug 23❔How did ‘The Natural Selection of Brain Wiring’ inspire neural networks in Machine Learning?👆Background: Synaptogenesis (brain development) starts in spinal cord, during its fifth week of gestation (embryogenesis) and in cortex after seven weeks. A synapse is the communication point between two cells (neurons). During first 2 years of birth, around 15,000 synapses are produced on every cortical neuron, which corresponds to a…3 min read3 min read
Jul 14Cost Effective querying using Cheaper GPT models: LangChain Retrievers — Part 2Recap Azure Cognitive Search & OpenAI: https://medium.com/@reeshabh-choudhary/querying-enterprise-data-using-azure-openai-and-cognitive-search-3e5fa6d732cb NLP & Tokens: https://medium.com/@reeshabh-choudhary/nlp-tokens-and-cost-estimation-with-azure-openai-ed905085e9fc Cost Effective querying using Cheaper GPT models — Part 1: https://medium.com/@reeshabh-choudhary/token-limits-of-azure-openai-cost-effective-querying-using-cheaper-gpt-models-d8cfca18799e3 min read3 min read
Jun 24Token Limits of Azure OpenAI. Cost Effective querying using Cheaper GPT modelsRecap Azure Cognitive Search & OpenAI: https://medium.com/@reeshabh-choudhary/querying-enterprise-data-using-azure-openai-and-cognitive-search-3e5fa6d732cb NLP & Tokens: https://medium.com/@reeshabh-choudhary/nlp-tokens-and-cost-estimation-with-azure-openai-ed905085e9fc Introduction In the previous two articles, we discussed what is Azure Cognitive Search and how we can query enterprise data using Azure Open AI models. …3 min read3 min read
Jun 15NLP, Tokens and Cost Estimation with Azure OpenAIIn this article, we discuss upon NLP (Natural Language Processing) and its usage of tokenization, which is the core of NLP and cost estimation of Azure Open AI models based upon tokens. What is token and why is tokenization required? Let us consider the following paragraph: “In the heart of a dense, enchanting forest, there lived a curious…10 min read10 min read
Jun 14Querying Enterprise Data using Azure OpenAI and COGNITIVE SearchThis article briefly discusses different components used while building an application for querying Enterprise data utilizing Azure OpenAI services and Cognitive Search. We look deep into how Cognitive Search is leveraged for indexing the data which in turn makes the process of querying faster and efficient. …OpenAI6 min readOpenAI6 min read
Apr 27Different Types of Distance Metrics used in Machine Learning4095Kunal GohraniAbout use of Manhattan Distance when dimensionality increases:About use of Manhattan Distance when dimensionality increases: The Manhattan distance calculation can become less effective and lose its discriminating power. This is because the Manhattan distance is calculated by summing the absolute differences between the coordinates of two points along each dimension. When the number of dimensions is large, the absolute differences along each dimension tend to become smaller and the contribution of each dimension to the overall distance decreases. This can make it harder to distinguish between different data points, as their Manhattan distances may be similar even if they are actually quite dissimilar.1 min read1 min read
Dec 22, 2022Yog SutraYog is one of the six pillars of Indian thought school. Modern world has changed the perspective of Yog to Yoga, and merely reduced it to a set of asanas or postures, which help you maintain fitness and health. But, Yog is more than therapy for the body. In fact…7 min read7 min read
Dec 13, 2022Nyaya Sutra: A study of EpistemologyLogic is designated in Sanskrit not only by word ‘Nyaya’ but also different other words which represent various aspects of this science of Logic. Hetu-Vidya refers as science of causes, Anvishiki as science of inquiry, Pramana-Shashtra as science of correct knowledge, Tattava-Shahstra as science of categories, Tarka-Vidya as science of…Logic7 min readLogic7 min read
Dec 12, 2022Curious Case of Indic Caste SystemIndians have been pondering over the delicate question of Caste System in Indian Society from the times of early 1900s, and the issue became more prevalent after gaining Independence from Colonial rule in 1947. Various opinions have been given and twisted as per the agenda to explain the so-called Indian…Indic6 min readIndic6 min read
