Naveed Ahmad

The way to Construct a Forecasting Pipeline with TimeCopilot Utilizing Basis Fashions and Automated Anomaly Detection

The way to Construct a Forecasting Pipeline with TimeCopilot Utilizing Basis Fashions and Automated Anomaly Detection

import os, warnings import numpy as np import pandas as pd import matplotlib.pyplot as plt warnings.filterwarnings(“ignore”) pd.set_option(“show.width”, 160) pd.set_option(“show.max_columns”, 30) print(“numpy:”, np.__version__) import scipy; print(“scipy:”, scipy.__version__) strive: import torch HAS_GPU = torch.cuda.is_available() besides Exception: HAS_GPU = False print(f”GPU obtainable: {HAS_GPU}”) df = pd.read_csv( “https://timecopilot.s3.amazonaws.com/public/information/air_passengers.csv”, parse_dates=[“ds”], ) df[“unique_id”] = df[“unique_id”].astype(str) rng = np.random.default_rng(7) dates = df[“ds”].distinctive();…

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Are the World Cup hydration breaks an excuse to run more commercials? – National

The World Cup looks different this year not only because it’s being played across three countries, but thanks to a new addition sparking a heated debate: hydration breaks. FIFA introduced the three-minute pauses in each 45-minute half, effectively creating four unofficial quarters. Soccer’s governing body says the measure is necessary to protect players from heat and…

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Yandex Open-Sources YaFF: A Zero-Copy Wire Format for Protobuf With Near-Struct Read Speed

TLDR YaFF is Yandex’s open-source zero-copy wire format for Protobuf — Apache 2.0, currently C++, v0.1.0. The .proto file stays the source of truth; only the physical memory layout changes. On Yandex’s benchmarks, the Flat Layout reads hot data ~3.8× faster than FlatBuffers, within 1.2× of a raw C++ struct. Four layouts — Fixed, Flat,…

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