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Articles by Arnan Bonny
005: Understanding ROC and AUC
Threshold Independent Binary Classification Model Performance Measure Press enter or click to view image in full size Machine Learning models are used to either predict numbers or predict classes. The prior ones are called regression models and the latter are called classification models. Examples of classification problems are predicting whether or not a person has a disease or condition, or whether an email is spam or not. But how do we measure the performance of such models?
004: Understanding Accuracy, Precision, Recall and F1 Score
How Machine Learning model performance is evaluated for Binary Classification Press enter or click to view image in full size Classification models come in all shapes and sizes. Some models can perform better in some cases than in others. We either change how the model works through using different model parameters or we can use a completely separate model. To take this decision we must use a robust method to assess the performance of a model.
003: Understanding Naive Bayes
Ever wondered how your email service identifies spam emails and throws them into the abyss? Or how social media sites know the sentiment of a user when writing a post or a comment? Or when financial institutions have systems in place that can automatically detect fishy financial transactions? (At least the more obvious ones). Well Naive Bayes lies at the center of all such classification. Let's see how it works! What is the Naive Bayes Model?
002: Understanding Conditional Probability and Bayes’ Theorem
Conditional Probability is a statistical concept that defines the probability of a certain event occurring given that another event has already occurred (Or has not occurred). In statistics, the Conditional Probability is written as the probability of A given B or P(A|B), where the probability of Event A happening is influenced by the probability of Event B happening.
001 Understanding Gradient Descent
With Application in a Linear Regression Model This article goes through how Gradient Descent is used to minimize a loss function to optimize a Machine Learning model. Particularly, I’ll walk through how it is used in a Linear Regression Model to minimize the Sum of the Squared Residuals (SSR). Gradient Descent is a kind of iterative optimization algorithm used on ML models to predict values as close as possible to the actual values by minimizing the loss function.
Top 10 Endgame Personas in Persona 3: Reload (P3R)
Here are the strongest late-game personas you can obtain in Persona 3: Reload. 10. Alice 9. Daisoujou 8. Scathach 7. Odin 6. Thor5. Metatron4. Surt3. Messiah2. Helel1. Orpheus Telos Persona 3: Reload is the perfect example of how seemingly insignificant changes can add up to make a noticeable impact, as the rework succeeds in uplifting the game’s best qualities while also staying true to the original game.
All Personas in Persona 3: Reload (P3R)
Here is everything you need to know about obtaining all the personas in Persona 3 Reload! One of the most anticipated games of the year, Persona 3: Reload is finally out. You get to step into the shoes of a high school student who has to go back to his hometown a decade after his parents died in a fatal car accident. The gameplay of persona is the all-familiar mixture of social simulation with your traditional RPG turn-based battle system.
Top 10 Early Game Personas in Persona 3: Reload (P3R)
Here are the strongest early-game personas you can obtain in Persona 3: Reload. 10. Archangel 9. Gurulu 8. Neko Shogun7. Forneus 6. Rakshasa 5. Jack-o’-Lantern4. Jack Frost3. Lilim 1. Oberon 1. Pale Rider Persona 3, which is often called the darkest entry in the series, has finally gotten a full remake. Persona 3: Reload, the remake of the original 2006 classic, is a massive RPG where you need to decide how to spend your time efficiently during the day and night throughout the calendar year.
Persona 3 Reload
Guides, Walkthrough, Wiki, and Everything You Need to Know about Persona 3 Reload.
All Kiryu Life Link Episodes in Like A Dragon: Infinite Wealth (LAD 8)
Here is all you need to know to unlock all the Kiryu Life Link Episodes in Like A Dragon: Infinite Wealth. Life Link: Episode 1Life Link: Episode 2Life Link: Episode 3Life Link: Episode 4 Life Link: Episode 5Life Link: Episode 6Life Link: Episode 7Life Link: Episode 8 Like A Dragon: Infinite Wealth follows the story of the young underdog, Ichiban Kasuga, and the Dragon of Dojima, Kiryu Kazuma.
All Part-Time Jobs in Persona 3: Reload
Here are all the part-time jobs you can get yourself into if you wanna earn an extra bit of cash. Dive deep into the Dark Hour and discover the mysteries in the depths of your heart in Persona 3: Reload. P3R is a reimagining of the genre-defining RPG with a splash of modernity. In this game, you get to step into the shoes of a transfer student and go headfirst into the mysteries of the Dark Hour, which is essentially a hidden hour between one day and the next.
All Trophies & Achievements in Persona 3 Reload (P3R)
Every achievement you can get playing Persona 3 Reload Persona 3 Reload is a remake of the critically acclaimed fourth installment of the Persona series of games. The original game was the title that launched the series’ massive popularity. In fact, series director Katsura Hashino credits it with saving Atlus.
How to Increase Bond Level in Like A Dragon: Infinite Wealth (LAD 8)
Here’s how you can easily increase your bond level in Like A Dragon: Infinite Wealth (LAD 8). Like A Dragon: Infinite Wealth is an all-new RPG published by Sega and serves as a direct sequel to Yakuza: Like A Dragon. The game brings together two larger-than-life heroes, Ichiban Kasuga, and Kazuma Kiryu, in a thrilling adventure with all kinds of ups and downs that you can expect from an entry in this franchise.
How to Increase Personality Stats in Like A Dragon: Infinite Wealth (LAD 8)
Here is everything you need to know if you want to increase your Personality Stats in Like A Dragon: Infinite Wealth. How To Increase PassionHow To Increase CharismaHow To Increase KindnessHow To Increase IntellectHow To Increase Style Like A Dragon: Infinite Wealth is an RPG developed by Ryu Ga Gotoku Studio and published by Sega.
How To Upgrade Your Weapons in Like A Dragon Infinite Wealth (LAD 8)
This guide goes over everything you need to know when it comes to improving your gear in Like A Dragon Infinite Wealth. Like A Dragon: Infinite Wealth is a massive RPG and the latest entry to the Yakuza or Like A Dragon series. It fleshes out the turn-based combat that was introduced in the last game and adds several different new layers of complexities to it. And it is executed to perfection as learning your way around the combat will reward you heavily.
Where to Sell Items in Like A Dragon: Infinite Wealth (LAD 8)
Here is everything you need to know about selling your extra items for cash in Like A Dragon Infinite Wealth. Like A Dragon: Infinite Wealth is a turn-based RPG published by Sega and is a direct successor to the Yakuza: Like A Dragon (2020). However, this game takes the whole storyline from the cramped and bustling streets of Japan to the sandy beaches of Hawaii.
How To Build A House in Palworld
Here is all you need to know if you want to build a house in Palworld Palworld is the all-new adventure survival game developed by Pocket Pair that has completely taken the world by storm. The game incorporates several familiar aspects of other games like Valheim, Pokemon, and Fortnite in a way that feels new and refreshing.
How To Build A Roof in Palworld
Here is all you need to know if you want a solid roof over your head in Palworld Palworld is a game that seamlessly integrates elements of battle, monster-capturing, base building, crafting, and training. You as the player will have the option to wield a wide range of weapons, from traditional bows and spears to top-of-the-line assault rifles and rocket launchers. Enriching your fighting capability requires you to have a good mix of powerful weapons and powerful pals.
How Long To Beat Like A Dragon: Infinite Wealth
Here’s a rough idea of how long it’ll take to beat Like A Dragon: Infinite Wealth (LAD 8) Like a Dragon: Infinite Wealth is an RPG developed by Ryu Ga Gotoku Studio and published by Sega. The game is a direct sequel to Yakuza: Like a Dragon (2020), featuring Ichiban Kasuga and Kazuma Kiryu as protagonists.
All Trophies & Achievements in Like A Dragon: Infinite Wealth (LAD 8)
Here is a complete guide for unlocking all the Xbox achievements and PlayStation trophies of Like A Dragon: Infinite Wealth. Like A Dragon Infinite Wealth is Sega’s latest addition to the Yakuza franchise that brings two larger-than-life heroes together by fate itself.
How To Catch a Shiny Pal in Palworld
Here is all the help you need if you want to catch a shiny Pal in Palworld Palworld is a Japanese survival adventure game developed by Pocket Pair. The game is heavily influenced by Pokemon, as you roam around the vast world collecting animal-like mythic creatures called Pals. You start off your adventure on an unknown island surrounded by both friendly and hostile Pals.
How To Fly Across The World of Palworld
Here is all the help you need if you want to know how to fly in Palworld. Palworld is a new survival adventure game developed by Pocket Pair where you catch, befriend, work with, and fight against these mysterious creatures called Pals. The game seamlessly integrates various elements of battle, monster-capturing, building, crafting, and training in a way that really makes the game something unique as a whole.
A Complete Guide to Crafting in Palworld
Here is everything you need to know about Palworld’s crafting system so that you can give yourself a headstart when you begin playing! Basics of Crafting 1. The Primitive Workbench2. The Weapon Workbench5. The Primitive Furnace 6. The Crusher7. The Repair Bench8. The Pal Gear Workbench9. The Sphere Workbench Palworld is a multiplayer, open-world survival adventure game developed by Pocketpair. In this game, you can befriend and collect mysterious beings called Pals.
How To Make and Use a Stonecutter
Here’s everything you need to know about using a stonecutter in Minecraft Minecraft is a 2009 3D sandbox game developed by Mojang Studios. The world of Minecraft is made out of blocks, creatures, and a community. Here, you can focus on surviving the night or building a work of art – the decision is completely all yours. That being said, the game has no specific goal and can be played however your heart desires.
How to Make Candles in Minecraft
Here’s everything you need to know how to make candles in Minecraft Minecraft is a 2009 3D sandbox game developed by Mojang Studios. Dive into a world where everything, as far as your eyes can see, is made out of square blocks. Don’t let this simplicity fool you, though, as the number of mechanics in this game is more than you can count! You can take the game at your own pace and slowly build up your home or rush and take down the Ender Dragon; it’s all up to you.
How To Make Concrete in Minecraft
Here’s everything you need to know about crafting concrete in Minecraft. Minecraft is an all-time popular sandbox survival game created by Mojang Studios in 2009. You can either play the game in survival, where you have to primarily hunt and gather essential resources and ultimately take down the elder dragon. Or you can play the game in creative, where you’ll be given unlimited resources and the ability to fly as well.
How To Easily Get Emeralds in Minecraft
Here is all the help you need if you’re struggling to find Emeralds in the world of Minecraft! 1. Villager Trading2. Mob Loot3. Chest Loot4. Emerald Ore Mining Minecraft is a 3D sandbox game created by Mojang Studios back in 2009. The core gameplay of Minecraft revolved around building whatever you could think of with square blocks. This massively popular game is characterized by its blocky, pixilated, and procedurally generated three-dimensional world with virtually endless terrain.
Best Ways To Get Gold in Minecraft
Here is everything you need to know if you’re looking for Gold in Minecraft. 5. Raiding Ocean Monuments3. Zombified Piglin Farm2. Old Fashioned Mining Minecraft is a survival sandbox game developed by Mojang. As a game with no set goal, you are free into a procedurally generated, never-ending world to do whatever you want. If you’re of the creative sort, you can build things from your imagination in the Creative mode.
Best Ways to Find Every Ore in Minecraft Easily
Here are the best ways you can get each and every ore in Minecraft! 1. Coal2. Copper3. Iron4. Gold5. Lapis Lazuli6. Redstone7. Diamond8. Emerald 9. Nether Quartz 10. Ancient Debris Minecraft is probably the most popular sandbox game to date. It was developed and published by Mojang Studios in 2009. The game is characterized by its blocky world design. However, as simple as it may look at first glance, the game has hundreds of hours worth of content to unravel and enjoy.
Everything You Need To Know When Traversing Caves in Minecraft
Here’s all you need to know about traversing caves in the vast world of Minecraft Take Plenty of Food Items Take a Water Bucket Carry a Milk BucketTake a Stack of LogsDo Not Dig Straight DownProper Enchantments Developed by Mojang in 2009, Minecraft is a 3D sandbox game that still draws new players to it up to this day. Explore and discover tens of different biomes, each with its own unique charm. The basic premise of the game is pretty simple, you gather resources from the nature to survive.
All Wak-Wak Tree Locations in Prince of Persia: The Lost Crown
Here are all the Wak-Wak Tree Locations in Prince of Persia: The Lost Crown Lower City Hyrcanian ForestSacred ArchivesThe DepthsUpper CitySunken HarborThe Pit of Eternal SandsRaging SeaTower of Silence Prince of Persia The Lost Crown is Ubisoft’s latest installment in the Prince of Persia series. In this game, you play as Sargon and get to immerse yourself in Persian mythological fantasy filled with colorful characters.
How to Get More Potions in Prince of Persia (PoP): The Lost Crown
Here is all the help you need to acquire more potions for your adventures in Prince of Persia: The Lost Crown. Ubisoft’s Prince of Persia: The Lost Crown is an action-adventure platformer and the first new major installment in the Prince of Persia series since 2010. Here, you play as the protagonist, Sargon, who can jump, slide, dash, air dash, and parry to take down enemy warriors and mythical creatures alike.
How to Unlock Fast Travel in Prince of Persia: The Lost Crown
Here is all the help you need to unlock fast travel in Prince of Persia: The Lost Crown. Prince of Persia: The Lost Crown is a stylish and thrilling action-adventure platformer developed by Ubisoft and set in a mythological universe where you have the ability to manipulate the boundaries of time and space according to your will. In this game, you’ll be able to unleash your inner warrior against tough, time-corrupted enemies and mythological creatures alike.
All Soma Tree Petals Locations in Prince of Persia: The Lost Crown
Here is all the help you need to find all the Soma Tree Petals in Prince of Persia: The Lost Crown. Prince of Persia: The Lost Crown is Ubisoft’s latest 2.5D action-adventure platformer set in a mythological Persian world where you play as Sargon. In this game, you have the ability to bend time itself and manipulate boundaries to reach your destination. The Lost Crown will test your wits and skills to properly utilize your time powers, combat, and platforming abilities to overcome every hurdle.
Is Palworld on Xbox Game Pass?
Find out whether you can play Palworld with your Xbox Game Pass Subscription! Developed by Pocket Pair, Palworld is a game where you aim to live peacefully alongside mysterious creatures known as Pals and also put your life on the line to fend off ruthless poaching syndicates. You can use your Pals to fight or can make them give you a helping hand on your farms and factories. Strangely enough, you can also sell them or eat them.
Does Palworld Have Multiplayer or Co-op Modes?
Here is all the information regarding Multiplayer or Co-op modes in the all-new Palworld! Palworld is a game developed by Pocket Pair where you get to embark on an open-world adventure with your mythical creatures called Pals. There are over 100 Pals to find and capture in this game. Here, you can venture out to find new biomes, locate treasures, uncover mysterious islands, fight and takedown formidable bosses, and build thriving bases.
Top 10 Plane Nations That Dominate Air Combat in War Thunder in 2024
Find out which nations boast the best planes in War Thunder and start dominating the skies! 10. Israel9. France8. China7. Sweden6. Italy5. UK4. Japan3. USSR2. Germany1. USA War Thunder is a free-to-play vehicular combat multiplayer game made by Gaijin Entertainment. The game is filled to the brim with aviation, armored vehicles, and naval vessels from the early 20th century to the modern-day combat units. Buckle up and ready yourself to face major battles on land, sea, and of course, air.
How to Teleport in Minecraft
Here is everything you need to know about teleporting in Minecraft. Minecraft is Mojang Studio’s widely acclaimed 3D sandbox game that took the world by storm in 2009. Minecraft, unlike most other games out there, has no set goal and can be played however you like! Explore the world, collect resources, craft all kinds of equipment and items, fight hostile mobs, and gain experience all while managing your health and hunger. Read More: How To Get Heavy Wool In LEGO Fortnite?
How to Use Treasure Maps in Minecraft
Here is everything you need to know when finding a treasure using a treasure map in Minecraft! Minecraft is a sandbox game developed by Mojang Studios. The game is made out of blocks, square creatures, and also a community. Here, you can either focus on surviving the night or building a work of art – the choice is all yours.
The Ultimate Roadmap to Finding Diamonds in Minecraft
Here is all you need to know about finding Diamonds in Minecraft. Minecraft is a 2009 3D sandbox game developed by Mojang Studios. Dive into a world where everything as far as your eyes can see are made out of square blocks. Don’t let this simplicity fool you though, as the number of mechanics in this game is more than you can count! You can take the game at your own pace and slowly build up your home or rush and take down the Ender Dragon, its all up to you.
How To Use Note Blocks In Minecraft
Here is all you need to know about Note Blocks in Minecraft. Minecraft is an all-time popular sandbox survival game created by Mojang Studios in 2009. You can either play the game in survival, where you have to primarily hunt and gather essential resources or you can play the game in creative where you’ll be given unlimited resources and the ability to fly as well.
How to Trade with Villagers In Minecraft
Here is all you need to know if you want to trade with villagers in Minecraft. Minecraft is a survival sandbox game developed by Mojang. As a game that has no set goal, you are let free into a procedurally generated, never-ending world to do whatever you want. If you’re of the creative sort, you can build things from your imagination in the Creative mode.
How To Get Wool and Dyes in Minecraft
Here is all you need to know about getting wool and dyes in Minecraft. Minecraft is a 3D sandbox game developed by Mojang. Simply put, its a game where you create and break apart various kind of blocks in a never-ending three-dimensional world. However, the amount of systems and mechanics at play in this game can be mind boggling at times.
How To Make A Village And Populate It In Minecraft
Here is all you need to know if you want to build a populated village on your own grounds in Minecraft! Minecraft is a sandbox game created by Mojang Studios way back in 2009. It’s hard to find a person who has not heard the name of this game. This massively popular game is characterized by its blocky, pixilated, and procedurally generated three-dimensional world with virtually endless terrain.
How to Find the Desert Biome In LEGO: Fortnite
Here is all the help you need to find the Desert Biome in LEGO: Fortnite LEGO: Fortnite is a long-term survival and crafting-focused game developed by Epic Games. The world of LEGO: Fortnite is procedurally generated and therefore, no two worlds are the same! But every world is filled to the brim with mysteries to discover, places to find, and rare materials to collect.
Best Ways You Can Increase Your Health In LEGO: Fortnite
If you’re struggling to stay alive, then here are ways to keep your health in check in LEGO Fortnite. LEGO: Fortnite is an all new mix of Fortnite and Minecraft that we did not expect. The game is centered around exploring, crafting, and basically surviving. Although you can play the game solo, the game is most enjoyed when you have a few friends to play with.
How to Find Marble in LEGO: Fortnite
Here is everything you need to know about getting Marble in LEGO: Fortnite. LEGO Fortnite comes with a vast and expansive world for you to explore. It’s a Minecraft-like survival game where your main objective is basically to survive. The world of LEGO Fortnite is filled to the brim with useful resources to scavenge, monsters to fight, and areas to explore. The game also becomes much more enjoyable once you play it with a group of friends.
Best Map Seeds You Can Use In LEGO: Fortnite
If you’re looking to find the best map seeds in LEGO: Fortnite that you can spawn in then look no further! LEGO: Fortnite is the newest survival game developed by Epic Games. Although the game is visibly inspired by the popular game Minecraft, Epic Games imbued Lego Fortnite with LEGO’s visual aesthetics along with the colorful world of Fortnite.
How to get Rough Amber in LEGO: Fortnite
Here is all the help that you will need to find and locate Rough Amber in LEGO Fortnite LEGO Fortnite is the all-new survival crafting adventure game in Fortnite. This is nothing like the battle royale Fortnite we all know and love; rather this game’s primary focus is long-term survival, crafting, and online cooperation with friends. Additionally, each world is procedurally generated, so each world is unique to one player and his or her friends.
Where You Can Get Fertilizer in LEGO: Fortnite
If you’re having a tough time getting Fertilizer in Lego: Fortnite, then look no further! LEGO: Fortnite is a survival game developed by Epic Games that throws you into a procedurally generated world where you have to fight for your survival! You can invite up to 8 friends to live in a world and gather its resources, find new places to explore, biomes to discover, and monsters to take down. You can either play the game in a Survival World or in a Sandbox World.
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