Documentation Best Practices “Say what you mean, simply and directly.” - [Brian Kernighan] (https://en.wikipedia.org/wiki/The_Elements_of_Programming_Style) Contents: 1. Minimum viable documentation making a habit of continually massaging and improving every doc to suit your changing needs. Docs work best when they are alive but frequently trimmed, like a bonsai tree. This guide encourages engineers to

Best Practices for MySQL with SSDs Page 1 Best Practices for MySQL with SSDs A whitepaper by: Vijay Balakrishnan Changho Choi Veronica Lagrange Lagrange Hubbert Smith Samsung Semiconductor, Inc. Best Practices for MySQL with SSDs Page 2 Table of Contents 1. Introduction ......................................................... Configurations ........................................................................... 12 Best Practices for MySQL with SSDs Page 3 1. Introduction Imagine a world where networking speeds

Best practices for building Kubernetes Operators Patryk WasielewskiAbout me ● DevOps Consultant at Amazon Web Services (AWS) ● 6 years professional experience as DevOps / SRE / Developer ● Cloud-native

manager @Blitz motorsToday’s spotlight: Exploring best practices in embedded systems, with a focus on operating systemsToday’s spotlight: Exploring best practices in embedded systems, with a focus on

Anthony Roman, Lei Tang Google April 26, 2022 Service mesh security best practices: from implementation to verification Who are we? Anthony Roman Istio Github: anthony-roman Lei Tang Istio Session agenda 1. Service mesh security architecture and implementation. 2. Service mesh security best practices. 3. Lifecycle of service mesh security and demo. Service mesh security architecture ● Releases Complete Security Coverage Consistency Depth Visibility Completeness Service mesh security best practices 2 Cluster security Edge security Workload security Operation security Mesh security

<< i << ' '; } 1 2 3 4 5 44 Fix of Broken Range-based for loop Compiler Support for C++23span: best practices for usage Use as argument to function which accepts any contiguous container. Use as return containers and doesn't have string specific utilities. 46 string_view vs. span string_view is the best view type for dealing with strings Both refer to contiguous sequence of elements starting at position

#IstioCon Performance tuning and best practices in a Knative based, large-scale serverless platform with Istio 张龚, Gong Zhang, IBM China Development Lab 庄宇, Yu Zhuang, IBM China Development Lab #IstioCon

queue while Q is not empty: (p,u,dist_u) ← Q.extract_min() # remove next best vertex (u) and its # predecessor (p) if queue while Q is not empty: (p,u,dist_u) ← Q.extract_min() # remove next best vertex (u) and its # predecessor (p) if while Q is not empty: 8 (p,u,dist_u) ← Q.extract_min() # remove next best vertex (u) and its 9 # predecessor (p) 10

work for a problem even for experts. The simplest approach is to try and see which ones produce the best results. For example, between quantization and clustering, which one is preferable? What is the performance trials with different sets of hyperparameters using the model as a blackbox. The set which performs the best is chosen for full training. In the next section, we'll discuss various approaches for hyperparameter min_loss)) best_trial_id = np.argmin(search_results) best_loss = np.min(search_results) print('\n=============== Search Summary ===============') print('Best Trial: {} Loss: {}'.format(best_trial_id, best_loss))

involves human labelers looking at each example and assigning them a label that they believe describes it best. The assigned labels are subjective to the perception of their labelers. For example, a human labeler Any additional improvement is not required, and we would prefer to choose the smallest model with best performance that meets this threshold. Assume that we are given a 300 KB model that is trained with prefetch(tf.data.AUTOTUNE) # Save the best weights during training tmpl = 'weights-epoch-{epoch:d}-val_accuracy-{val_accuracy:.4f}.h5' checkpoints = ModelCheckpoint(tmpl, save_best_only=True, monitor="val_accuracy")