Security Holes In Machine Learning And AI


Machine learning and AI developers are starting to examine the integrity of training data, which in some cases will be used to train millions or even billions of devices. But this is the beginning of what will become a mammoth effort, because today no one is quite sure how that training data can be corrupted, or what to do about it if it is corrupted. Machine learning, deep learning and arti... » read more

Embedded FPGA Design Considerations


Geoff Tate, CEO of Flex Logix, talks about interconnects, memory, different design approaches, and why foundry processes are critical to eFPGA design. https://youtu.be/FngrgDnJn9c » read more

Design Reuse Vs. Abstraction


Chip designers have been constantly searching for a hardware description language abstraction level higher than RTL for a few decades. But not everyone is moving in that direction, and there appear to be enough options available through design reuse to forestall that shift for many chipmakers. Pushing to new levels of abstraction is frequent topic of discussion in the design world, particula... » read more

Blog Review: July 4


Applied Materials' Sundeep Bajikar argues that to get the full benefits of AI, new computing architectures are needed – and that will require new breakthroughs in materials engineering to get beyond classic 2D scaling. Cadence's Tom Wong considers to what extent chip dis-integration is happening and how the industry can cope with the escalating costs of new process nodes and higher-speed i... » read more

Machine Learning’s Limits


Semiconductor Engineering sat down with Rob Aitken, an Arm fellow; Raik Brinkmann, CEO of OneSpin Solutions; Patrick Soheili, vice president of business and corporate development at eSilicon; and Chris Rowen, CEO of Babblelabs. What follows are excerpts of that conversation. To view part one, click here. SE: How much of what goes wrong in machine learning depends on the algorithm being wrong... » read more

The Darker Side Of Consolidation


Another wave of consolidation is underway in the semiconductor industry, setting the stage for some high-stakes competitive battles over market turf and sowing confusion across the supply chain about continued support throughout a product's projected lifetime. The consolidation comes as chipmakers already are grappling with rising complexity, the loss of a roadmap for future designs as Moore... » read more

DAC 2018: System Design, Cloud And Machine Learning


This marks the 10th DAC that I have covered as a blogger. At DAC 2008 in Anaheim, the industry had just come together behind the SystemC TLM 2.0 standard to enable virtual platforms, finally getting to model interoperability. System design is the common thread that is also present in this year’s DAC in 2018 in San Francisco. But a lot has changed. Big data analytics, artificial intelligence a... » read more

Blog Review: June 27


Applied Materials' Sundeep Bajikar argues that to realize the full potential of AI, new computing architectures are necessary, otherwise AI will quickly become unaffordable. Synopsys' Iain Singleton considers why it may not always be necessary to start at the reset state during formal verification and how to use abstractions to get a head start on bug hunting. Cadence's Meera Collier look... » read more

The Week In Review: Design


Tools Synopsys revealed a power analysis solution for early SoC design as well as signoff-accurate power and reliability closure. PrimePower has reliability as a major focus, expanding power and reliability signoff and ECO closure capabilities from physical awareness to cell electromigration effects. Supported power types include peak power, average power, clock network power, leakage power, a... » read more

Blog Review: June 20


Mentor's Randy Allen digs into OpenACC, a collection of directives and routines to help a compiler uncover and schedule parallelism, plus an examination of the GCC implementation's performance. Cadence's Paul McLellan takes a look at the shifting opinions on FD-SOI vs. finFET as Dan Hutcheson of VLSI Research finds most see the two as complementary technologies in his latest survey. Synop... » read more

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