A clear, step-by-step Machine Learning roadmap that takes you from basics to real-world deployment. This guide simplifies concepts, tools, and workflows so you can learn ML with confidence.
💌Comment PDF for full GUIDE
Beginner: ML basics & types, core terms, data preprocessing/splitting, evaluation metrics, overfitting vs underfitting.
Intermediate: Regression, decision trees & random forests, KNN, SVM, Naive Bayes, clustering, dimensionality reduction.
Advanced: Ensembles & XGBoost, deep learning, NLP & time series, hyperparameter tuning, model deployment, real-world projects and best practices.
When Hanuman Ji scared Aurangzeb when he came to destroy his temple!
This one minute thread 🧵 will give you goosebumps, read this till the end:
It was the period of 12th century (around 1143). King Prola II of Kakatiya dynasty had gone for hunting in the forest. When he got tired and started resting under a tree, he heard the chanting of Lord Rama in the middle of that dense forest.
The king was surprised that who is in this forest, who is chanting Lord Rama. When the king reached that place, he saw a wonderful sitting statue of Hanuman ji there. The sound of chanting of Lord Rama was heard from within this statue.
Entenda retira Alexandre de Moraes da Lei Magnitsky.
Entenda tudo
O governo dos EUA retirou Alexandre de Moraes e sua esposa, Viviane Barci de Moraes, da lista de sancionados pela Lei Magnitsky. O anúncio foi feito nesta quinta (12) por autoridades norte-americanas.
A decisão reverte a medida imposta em julho deste ano, que havia congelado bens e ativos do ministro e de sua família nos EUA. Na época, a inclusão gerou forte tensão diplomática entre Brasília e Washington.
Éramos tan felices. No lo sabíamos. Qué lindo era el fútbol. Lo que nunca vimos venir fue que, lentamente, se transformó en la estafa piramidal más grande de la historia. Y hoy la historia continua...
ODIO ETERNO AL FÚTBOL MODERNO.
DISCLAIMER: Este hilo es una continuación del que publicamos hace unos días, pero como ahora "X" es muy policía 🚨no nos deja explayar y tuvimos que separar nuestro odio en 2 partes.
La primera parte fue esta 👇
Nos quedamos en que la Premier League ya no es más de los ingleses. Te quedaste con cara de sorprendido porque le robaron la cartera a los Piratas🏴🇬🇧 y ellos aplaudiendo como focas🦭.
Te explicamos ⬇️
El monarca respaldó desde el exilio en Italia al bando nacional durante la guerra civil española, mediando incluso con Mussolini para asegurar la victoria de Franco.
🧵Dentro hilo 👇🏼
La relación entre Franco y Alfonso XIII fue cambiante como cambiante fueron los papeles que uno y otro desempeñaron en diferentes momentos de la historia de España.
Franco hizo su carrera militar bajo el reinado de Alfonso XIII, y se ganó la confianza del monarca hasta el punto de ser nombrado por él general de brigada, además de director de la academia militar de Zaragoza.
The article traces the systematic exclusion of young white men from media and high-status careers. This is from the end, but it’s one of the boldest elements: we ruined basically everything, just to spite white men. That’s the only driving ethos.
The piece starts off with a brief history of DEI.
2014 was *the* pivot, America’s Cultural Revolution against “white guys.” It was a defined historical moment, not just some cultural miasma that grew over time.
కొన్ని రోజుల క్రిందట నా మిత్రుడు ఒక్క పని మీద చెన్నై వచ్చాడు. త్వరగా పని ముగిసింది .. ఇంకా ఎక్కడైనా తిరుగుదామని చెప్పాడు.. బీచ్, గుడి గోపురం కాకుండా.. ఇంకెక్కడైనా పోదామా అని చెప్పాడు .. సరే అని చాలా సేపు ఆలోచించాక .. ప్రభుత్వ museum కి వెళ్ళాలి అని మూడువు చేసుకున్నాం..
(1/n)
అక్కడ నేను కొని ఫోటోలు తీయడం జరిగింది ... మా వాడు UPSC కి చదువుతున్నాడు .. కాబట్టి వాడికి ఉన్న ఙ్ఞానం తో నాకు కొన్ని వివరించి చెప్పాడు .. చరిత్ర గురించి .. ఎలా జరిగింది ఏం జరిగింది అని ..
మొదటి గా Archaeology కి వెళ్ళాము .. ఇదే నన్ను ఎక్కువ ఆశ్చర్యానికి గురి చేసింది
(2/n)
మన తెలుగు గురించి చాలా విషయాలు ఉన్నాయి .... ముందు గా ఈయన గారికి నా కృతజ్ఞతలు తెలుపుతున్న..
(3/n)
Originally The UN 2030 Sustainable Development Program was unanimously adopted by all 193 UN member states, including Canada, at the UN Sustainable Development Summit in New York on September 25-27, 2015.
“Harper did not personally attend” the summit—sources describe him as “hesitant” about the process—but Canada was represented by “Christian Paradis”, then-Minister of International Development and La Francophonie, who delivered a statement on behalf of the country during an interactive dialogue on ending poverty and hunger.
It’s well known that Harper was Hestitant about the UN’s Sustainable Developments Program (Agenda 2030).
Unfortunately, Harper LOST the election right afterwards & wasn’t in power for the official implementation of Agenda 2030.
That was Justin Trudeau.
Pierre Poilievre does not support the UN’s Agenda 2030 for Sustainable Development or its associated Sustainable Development Goals (SDGs). While there is no record of a direct parliamentary vote on Agenda 2030 itself—Poilievre has consistently opposed key policies aligned with its objectives, especially those related to climate action (SDG 13), clean energy (SDG 7), and sustainable economic growth (SDG 8).
During his 20+ years as an MP, including his time in Harper’s cabinet, Poilievre has voted against environmental and climate measures over 400 times, supporting such initiatives only 13 times.
For example, in September 2025, he voted in favor of a Conservative opposition motion criticizing an oil and gas emissions cap, which aligns with his party’s push to prioritize fossil fuels over stringent emission reductions.
His platform includes pledges to scrap the carbon tax, eliminate green subsidies, and invigorate the oil and gas sector, positions that directly contradict Agenda 2030’s emphasis on transitioning to sustainable energy and reducing inequalities through environmental regulations.
Poilievre has also faced criticism for allegedly feigning ignorance about the SDGs.
No public statements or posts from Poilievre directly supporting Agenda 2030 were found in searches of his social media or official records.
Poilievre does not support the WEF either.
1./ You don’t know how all this works? Allow me to educate you, @nualanichols!!! 😁
Yes, Justin Trudeau’s Liberal Government Implemented Agenda 2030 in Canada, not Stephen Harper’s Conservative Government.
Agenda 2030 in of itself is a “non-binding” global framework that was adopted unanimously by ALL UN member states in September 2015.
👇🏻👇🏻👇🏻👇🏻👇🏻👇🏻👇🏻👇🏻👇🏻👇🏻👇🏻
“ADOPTION IS NON-BINDING”
👆🏻👆🏻👆🏻👆🏻👆🏻👆🏻👆🏻👆🏻👆🏻👆🏻👆🏻
“Making Agenda 2030official” in Canada involved integrating it into domestic policy via government-led initiatives rather than new legislation or parliamentary ratification.
Thailand/Vietnam/Indonesien mm. Sydostasien är min favoritregion. Tyvärr reser många dit på "hard mode".
Så här kommer mina tips!
🧵(1/10)
(2/10) Skaffa Grab - Del 1
Att dyka upp i Sydostasien planlöst och fixa taxi på plats kan bli dyrt.
Skaffa istället Grab (som Uber men bättre), sätt upp en profil i förväg. På plats finns SUPERTYDLIGA instruktioner och ofta Grab personal på plats vid t.ex. flygplats som hjälper
(3/10) Skaffa Grab - Del 2
Innan du åker, köp en Grab Travel Pass, kostar typ 10 kr (!) och ger en bunt rabatter du kan använda under vistelsen.
Glöm inte applicera rabatterna innan du bokar!
Folk kommer säga att det finns andra billigare men bil/moped tätheten är svårslagen.
📢💣 ¡Hallan un camafeo de época romana!
La extraordinaria joya, que mide 1,5 cm y contiene la representación de Medusa, ha aparecido en Hallstatt (Austria) y está datada en el s. II d.C. Realizada en ónice, es una obra maestra de la orfebrería que un día adornó un collar 🧵👇
Hallstatt es un encantador lugar junto a un lago en la Alta Austria. Sin embargo, a lo romanos les atrajo algo más que un bello paisaje: la Salzwelten Hallstatt, el oro blanco, una de las minas de sal más famosas del mundo y en explotación desde hace, al menos, 7500 años.
Para controlar la explotación, Roma estableció en el lugar un vicus, es decir, un pequeño asentamiento que no llegaba a tener la condición de municipium ni colonia. Aunque no se conoce su nombre, los romanos dejaron su huella, como una villa, edificios civiles y una necrópolis.
Combínalo con @Gammaapp y tendrás prácticamente un estudio creativo completo en tu navegador.
Le pedí que recreara el Lanzamiento del iPhone de Apple y generó una presentación hiperrealista en menos de un minuto.
Mira cómo funciona en acción:
[Comenta «Gamma» y te enviaré 500 prompts para que puedas empezar]
@Gammaapp ha lanzado recientemente Nano Banana Pro para todos los usuarios.
Esto significa que puedes generar presentaciones, sitios web, documentos y contenido para redes sociales en cuestión de segundos utilizando tanto la herramienta como el modelo de Google.
Le pedí a Gamma:
«Crea un feed de redes sociales para esta marca de aceite de oliva de producción limitada».
En menos de un minuto, Nano Banana Pro generó:
→ Fotografías hiperrealistas del producto
→ Texto y tipografía perfectos en la etiqueta de cada botella.
Sin sesiones fotográficas, sin Photoshop, solo un único prompt.
Este libro es un mapa sobre la cultura y las ideas, una cartografía sobre la evolución del pensamiento.
A través de una entrevista con la periodista @Mar_MRP nos acercamos a las ideas que recoge esta obra
El autor, @JulioZarcoR, reconoce en este libro que ha estado guiado por una intuición profunda: la certeza de que existe “algo más” que lo visible, que lo meramente físico o material.
@JulioZarcoR En su biografía daimónica, @JulioZarcoR confiesa que su daimon lo llevó a sentir fascinación por Sócrates, Platón o Jung
A menudo criticamos –y con razón– las jugarretas de Marruecos contra España. Pero hay una parte del problema mucho más incómoda y menos tratada: la de las empresas españolas que hacen negocio allí aun perjudicando a España, ya sea de manera intencional o no. Esto merece un hilo:
Ahora bien, nadie denuncia que una empresa busque su beneficio. Eso es su lógica propia. El problema surge cuando ese beneficio se obtiene dañando directa o indirectamente sectores estratégicos españoles, falseando el mercado o aprovechando la pasividad del Estado.
No hablamos de teorías abstractas, sino de cosas tales como producir en Marruecos y hundir los precios aquí, aprovecharse de las diferencias regulatorias o, en algunos casos, vender como español lo que no lo es. Porque eso ya no es competir, tan sólo es deslealtad económica.
If there are any journalists who'd like to take a break from just writing down what ministers say and relaying it to the public as "news," here are the top 5 points you could put to the government to provide *minimal scrutiny* of their plans to scrap the Triple Lock. 👇
1. VETOES
Ministers keep speaking as if UNSC permanent members have a veto on Irish defence decisions. Is that true? Where and when do vetoes happen? What comes first, the UNSC decision to create a UN peacekeeping mandate, or the Irish government decision to join it?
2. PEACEKEEPING
Ministers keep saying it's about "removing vetoes" on Irish peacekeeping. But if an overseas military deployment has no UN mandate, how is it a "peacekeeping" mission? What kind of "peace" is kept in defiance of the UN Security Council or its permanent members?
Right after they mess up yet another public investigation (Brown shooting) they claim to have unfoiled a massive plot of a "leftist group" in California.
The secret of hedge funds is revealed in a 41-page PDF:
This paper analyzed 464 stocks that 10X-ed over a 24-year period.
Here are the best factors that drive outperformance: (number 3 is the best 🧵)
1. Size Effect
"Small-cap stocks outperform medium and large companies in 11 out of 12 cases"
Smaller stocks tend to perform better, but it's not the only contributor.
2. Value Effect
"A low book-to-market value (B/M < 1), i.e., low equity and relatively high market cap, implies that investors are paying more for a company than its net assets are worth."
Don't overpay - Overpaying tends to drive underperformance.
We have your winners!💥2025 CREDO BOOK AWARDS 💥 Judged by theologians, these 10 awards go to authors who embody retrieval of classical Christianity in academy & church. Book of the Year at the end! Meet our judges and their rationale: 🧵 credomag.com/article/the-20…
Category: Theology for the Christian Life
Paul Kingsnorth. Against the Machine: On the Unmaking of Humanity. Thesis publishing @PenguinBooks
Category: Thomas Aquinas
Cajetan Cuddy, O.P. The Summa Illuminated: A Guide to St. Thomas Aquinas’ Masterpiece. @avemariapress
That's odd, given that California has been the site of some of the most egregious H-1B abuse.
Take the infamous case of Southern California Edison: Hundreds of U.S. tech workers were laid off and then forced to train their H-1B replacements just to get their severance package.