All Episodes (463)
Page 20 of 47
Ep. 273
Minimizing GPU RAM and Scaling Model Training Horizontally with Quantization and Distributed Training
Training multibillion-parameter models in machine learning poses significant challenges, particularly concerning GPU memory limitations. A single NVIDIA A100 or H100 GPU, with its 80 GB of GPU RAM, often falls short when handling 32-bit full-precisio
Ep. 272
Types of Transformer-Based Foundation Models
Transformer-based foundation models have revolutionized natural language processing (NLP) and are categorized into three primary types: encoder-only, decoder-only, and encoder-decoder models. Each type is trained using a specific objective function a
Ep. 271
Singapore Airlines' Digital Transformation Story
Singapore Airlines (SIA) has embarked on a comprehensive digital transformation journey to maintain its competitive edge and meet the evolving needs of its customers. This transformation focuses on enhancing operational efficiency, improving customer
Ep. 270
First Principle Thinking - A Path to Innovative Problem-Solving
In the realm of problem-solving and innovation, one approach stands out for its ability to strip down complex issues and build solutions from the ground up: first principle thinking. Popularized by thinkers like Aristotle and modern innovators like E
Ep. 269
The Digital Transformation Success Story of The New York Times
In an era where many legacy media companies have struggled to adapt to digital disruption, The New York Times has emerged as a standout success story. With over 7.6 million digital subscribers, the Times has demonstrated how a legacy brand can thrive
Ep. 268
The Power of Personas and How Might We Questions in User-Centric Design
During my recent project, two concepts that resonated with me deeply were the creation of personas and the use of "how might we" questions. These concepts proved essential in shaping a user-centric approach that directly addressed our clien
Ep. 267
Why Operational Plans Fail - The Perils of Groupthink and Assumption
I was on a business trip to Vietnam last week, and I had a reflection while visiting my client. In any organization, strategic planning is crucial for success. Imagine a scenario where a leader gathers key personnel and top planners to draft an opera
Ep. 266
Understanding LoRA - Low-Rank Adaptation for Efficient Machine Learning
In the evolving landscape of machine learning, the quest for more efficient training methods is constant. One such innovation that has gained attention is Low-Rank Adaptation (LoRA). This technique introduces a clever way to optimize the training pro
Ep. 265
Cluster Linking in Confluent Platform
In today's data-driven world, organizations require robust and scalable solutions to manage their streaming data across different environments. Confluent Platform, built on Apache Kafka, has emerged as a leading platform for real-time data stream
Ep. 264
Beyond Technical Expertise
In today's rapidly evolving professional landscape, the mark of a high-caliber talent extends far beyond technical and functional expertise. These individuals possess a well-rounded skill profile that allows them to thrive amidst constant change