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Horror is having a moment. In 2026, the genre is especially well-represented: new blood is dominating the box office through films like Backrooms and Obsession, established names like Sam Raimi and Damian McCarthy are at the top of their game, and long-running franchises like 28 Years Later and Resident Evil continue to stay relevant. But […]
By this time next year, Fox Corporation CEO Lachlan Murdoch intends to have added Roku to his already expansive media empire. Should the acquisition go through, Fox will gain control of Roku's modest library of original programming, and the newly combined company will become "the third-largest player in U.S. television" in terms of viewing share. […]
At Washington's request, Anthropic suddenly took its newest and most powerful AI models offline over the weekend. The American company said it had little choice after the White House demanded it block access for all foreign nationals, including its own employees. Abroad, the incident offered a sobering reminder that the US not only dominates frontier […]
In 2026, Marvel and Mattel are both releasing projects designed to capitalize on people's love for iconic animated heroes from their childhoods. Masters of the Universe has put a live-action He-Man on the big screen, and the second season of X-Men '97 is about to fling some of Charles Xavier's mutants into an apocalyptic future. […]
I turned off Siri on the Mac years ago and never looked back. Similarly, I found Apple Intelligence so fruitless I never engage with it. But the new Siri AI coming to macOS 27 Golden Gate has at least got me slightly rethinking things. I'm still early in testing Siri AI, as I've only had […]
Three years ago, when the women's World Cup kicked off in Australia and New Zealand, my social feeds were in a strange place. Twitter had just transformed into X, newcomer Threads was seemingly ascendant, and places like Bluesky had yet to garner much momentum. It left me with an odd, and admittedly silly, dilemma: I […]
Electricity demand from AI data centers is pushing everyone — including automakers like GM and Ford — into the energy storage business.
Electricity demand from AI data centers is pushing everyone — including automakers like GM and Ford — into the energy storage business.
Cities are dynamic, not static grids, and urbanization is a "spiky," cyclical, and asynchronous process.
Apple kicked off its annual developer conference with bold promises about AI. The company, CEO Tim Cook said, would be "introducing new technologies and innovations that push the limits on what's possible." But its slew of announcements - centered on a brand-new "Siri AI" - had more to do with catching up. After almost entirely […]
MacOS 27 Golden Gate will usher in a bunch of changes to the Mac when it's released later this year, with its biggest new features revolving around Siri AI. But for now, using the first developer beta, Siri AI is only offered through a waitlist. So what's available to try is mostly about how the […]
Apple spending a big chunk of its WWDC keynote on parental controls was surprising for several reasons. But the biggest is that, despite all the airtime, it didn't announce much new beyond a redesigned interface. Almost all the features touted already exist or are upgrades to current options. Why Apple chose to do this isn't […]
When Apple put child safety front and center at WWDC on Monday, its stated goal was helping parents fine-tune their kids' online experiences and avoid excessive screen time. But amid a global debate over internet regulation, its latest updates also looked like a defensive move in a brewing fight against Meta and other app developers. […]
📈 多因子选股系统 — 项目功能介绍 观看地址: https://youtu.be/SpHsZdlyii8 面向 A 股市场的全链路量化分析平台 — 因子计算 · 机器学习 · 组合优化 · 回测验证 · 实时行情 指标 数据 Python 模块 108 业务代码 15,600+ 行 服务模块 30+ API 蓝图 14 内置因子 12 一、整体功能介绍 多因子选股系统是一个覆盖量化研究全流程的分析平台，从数据管理到策略回测一站式完成。系统采用 Flask + SQLAlchemy + SocketIO 技术栈，基于 Parquet + SQLite 双层存储架构，零外部数据库依赖，克隆即可运行。 核心能力总览 实时行情分析 ：通达信分钟数据接入，MACD、KDJ、RSI、布林带等技术指标实时计算 因子与选股 ：12 个内置因子 + 自定义因子表达式引擎，支持白名单安全校验 机器学习建模 ：XGBoost、LightGBM、RandomForest 三大算法的完整模型生命周期 组合优化 ：等权重、均值方差、风险平价、因子中性四种经典优化方法 回测验证 ：单策略与多策略回测，丰富的绩效指标（年化收益、夏普比率、最大回撤等） 风险管理 ：组合持仓管理、实时价格刷新、风险指标监控、预警管理、压力测试 请求流程 HTTP / WebSocket → Blueprint (app/api/*.py) → Service (app/services/*.py) → ParquetDataReader (行情数据) ↕ SQLAlchemy Models (SQLite 应用状态) 技术栈 类别 技术 后端框架 Python 3.8–3.11、Flask、Flask-SocketIO、Flask-SQLAlchemy、Celery 数据处理 Pandas、NumPy、PyArrow、SciPy、Scikit-learn 机器学习 XGBoost、LightGBM、RandomForest、CVXPY 前端 & 可视化 Bootstrap 5、ECharts、Plotly、Matplotlib / MPLFinance 数据源 通达信（实时行情）、Baostock（历史数据）、Tushare（可选）、Parquet 离线数据包 AI 能力 Ollama（本地 LLM）、OpenAI API（可选）、Text2SQL、Qwen2.5-Coder 二、各模块功能介绍 2.1 实时行情分析模块 API 蓝图前缀 ： /api/realtime-analysis/* 核心服务 ： RealtimeIndicatorEngine （ services/realtime_indicator_engine.py ）：实时技术指标计算 RealtimeTradingSignalEngine （ services/realtime_trading_signal_engine.py ）：多策略交易信号生成与融合 功能特性 ： 功能 说明 实时指标计算 支持 MACD、KDJ、RSI、布林带等经典技术指标的实时计算与展示 多策略信号生成 基于不同策略的交易信号生成，支持信号融合与综合研判 信号监控 交易信号的实时监控与历史回溯 策略回测 对生成的信号进行历史回测验证 板块分析 板块表现统计与异动检测 市场情绪 市场情绪指标的实时追踪 数据源 ：通达信分钟级行情数据，存储于 data/stock_minute/ （Parquet 格式）。 2.2 因子与选股模块 API 蓝图前缀 ： /api/ml-factor/* 、 /api 核心服务 ： FactorEngine （ services/factor_engine.py ）：内置因子计算与自定义因子管理 FactorExpressionEngine （ services/factor_expression_engine.py ）：白名单校验的自定义因子公式引擎 StockScoringEngine （ services/stock_scoring.py ）：因子评分与 ML 评分的综合选股引擎 内置因子（12 个） 维度 因子名 说明 动量 momentum_1d 1 日动量 动量 momentum_5d 5 日动量 动量 momentum_20d 20 日动量 波动率 volatility_20d 20 日波动率 技术指标 rsi_14 RSI 相对强弱 技术指标 turnover_rate 换手率 基本面 pe_ratio 市盈率 基本面 pb_ratio 市净率 基本面 roe 净资产收益率 基本面 debt_ratio 资产负债率 基本面 current_ratio 流动比率 基本面 gross_mar
Introduction Excel is a powerful spreadsheet program developed by Microsoft that is used to calculate, organize and analyze data. It provides a way of turning raw data into meaningful insights through handling large datasets more efficiently from tracking sales and expenses to analyzing trends. Various Excel applications. Decision making: One of the major ways Excel is used in real-world data analysis is to support decision making. Companies collect large volumes of raw data everyday ranging from customer information, sales records to log records. This data is organized and cleaned by Excel into tables, charts and reports making it easier to derive insights and identify trends that help in decision making. Financial reporting: Excel is also widely used for financial reporting and budgeting. Businesses use it to record income and expenses, calculate profit margins and create financial predictions. By analyzing financial data, organizations are able to monitor their performance over time and plan better for future growth. Marketing performance: In addition to that, Excel can be used in market analysis. Marketing teams utilize Excel to track campaign and social media performance, customer engagement and product popularity. Insights derived from this data helps companies improve their marketing strategies and better understand consumer behavior. This past week I was introduced to several data cleaning features and formulas used in Excel to make analysis less nerve-wracking. For example, in stead of editing data cell by cell in the case of duplicate values, you can use the Find and Replace filter. Also, conditional formatting makes it easier to highlight specific cell ranges and erase duplicate values. Functions and formulas make it easy to obtain statistical and mathematical data. Learning Excel helps you look at data differently. Instead of data being just a bunch of texts, numbers or logs, data becomes something you can use to gain insights, make decisions, reveal pat
Who's afraid of the next GTA? Based on the last few days of Summer Game Fest, just about everyone. Grand Theft Auto VI hasn't been present at any of the keynote events, but its presence was felt every time a release date was announced. The month of November, when GTA VI launches, is virtually empty. […]
In between beef tallow fries, raw milk, and vaccine denialism, Make America Healthy Again figureheads have set their sights on another slice of life: our clothing. "The MAHA movement doesn't stop with what we EAT - It's also about what we WEAR," Secretary of Agriculture Brooke Rollins said in a post on X in late […]
It's almost impossible to avoid seeing AI-generated content online, but it doesn't have to be this way. YouTube, Instagram, TikTok, and more have ramped up content authentication efforts over the last year, with many now automatically applying labels to distinguish AI-generated images, videos, and music from those made by real, human creators. That's all very […]
PlayStation used its most recent State of Play showcase to make it clear where its focus is. After a series of costly live-service stumbles, it's getting back to focusing on premium, narrative-driven, single-player games. That statement was made clear with how it started and ended the hourlong show. The showcase began with an extended look […]
At Microsoft's annual Build conference on Tuesday, the company announced a slew of new or expanded AI initiatives, including a super app, in-house reasoning models, a cybersecurity tool, and OpenClaw-esque AI agents. All this news added up to a clear message: Microsoft is positioned to be one of the biggest players in AI, and it's […]