multiclass calculator. Base Attack Bonus (BAB) defines a creature's basic ability to land a damaging hit on an enemy if no other bonuses or modifiers would play a role. multiclass calculator

 
Base Attack Bonus (BAB) defines a creature's basic ability to land a damaging hit on an enemy if no other bonuses or modifiers would play a rolemulticlass calculator  Validation of soft classification models using partial class memberships: An extended concept of sensitivity & co

1007/s10554. While many classification algorithms (notably multinomial logistic regression. A character's BAB increases with higher levels automatically depending on his or her Class. Caster levels are tracked separately, along with spells known and spells per day. Compare the original publication by Brier (1950), or any number of academic publications, e. Then return here to complete the form with your test results. What is a Multi-Class Classification? Classification is a way of grouping athletes with disability to create meaningful competition. These four values are True Positive, False Positive, True Negative, and False Negative. Binary: only two mutually -exclusive possible outcomes e. Multiclass refers to columns with more than two categories in it. License. Multiclass spell slots: when dividing the levels of multiple classes, you divide, round down, and then add the results together. Confusion Matrix Online Calculator. Half Casters (Paladin/Ranger) add 1/2 their levels. When multiclassing as a spellcaster, you determine the number of spell slots with the multiclass spellcaster table (PHB p165). Mercury Application - Mercury is designed to assist Logistics Planners quickly determine their. If the sample sizes in the positive (Disease present) and the negative (Disease absent) groups do not reflect the real prevalence of the disease,. If you bump Barb or Fighter, you are most likely doing so for at least 5 levels for Extra Attack; but that isn't adding much. Enter your level in each of the classes, and then watch the magic. jaccard_score¶ sklearn. Embark on your journey solo or team up with friends to navigate through the fascinating world of Baldur’s Gate 3. Artificer 4 is only giving 2 levels to determine spell slots (a third at level 5, unlike Paladin and Ranger which would be at level 6) and Cleric gives 1 for a total of 3. The choice of a statistical hypothesis test is a challenging open problem for interpreting machine learning results. So, this is my solution to that - I made a Calculator through Google Docs that covers just about everything I could think of for when you are multiclassing. This calculator creates the four confusion matrix values from a list of predictions and their corresponding actual values. This is consistent amongst any class, any multiclassing option, and every character; If a Rogue and a Fighter swing a Dagger at an enemy, they add the same Proficiency Bonus to that swing. In order to bring more life into the idea of multiclassing, the Pathfinder community has put together a system known as the Multiclass Archetypes. So multiclass slots are the only slots you even have. Enter classification results to compute multi-class accuracy, precision, recall, and F1 score online. 2. When your journey begins, you'll choose a starting class, wielding the strengths and abilities of a Brr-Zerker, Clawbringer, Graveborn, Spellshot, Spore Warden, or Stabbomancer. Access the Level-Up Menu by Pressing the. This will stack with the Alchemist’s Alchemical Savant feature. A level. Contents [ show] As player characters overcome challenges, they gain experience points. From there, players will see the Class list where multiclassing becomes possible at the cost of a level-up. . Confusion matrix online calculator Home page. Barbs can reckless for easy adv. I built it when I was trying to figure out a multiclass for myself recently. The probabilities for rating a student as for Professor A and B are thus: ProbA (Accept) = 6/25=0. You determine your available spell slots by adding together all your levels in the bard, cleric, druid, sorcerer, and wizard classes, half your levels (rounded down) in the paladin and ranger classes, and a third of your fighter or rogue levels (rounded down) if you have the Eldritch Knight or the Arcane Trickster feature. For multiclass classification, the same principle is utilized. Dungeons and Dragons 5th Edition HP Calculator. for sneak attack, but sneak attack isn't hard to get with the normal stipulations. log_loss¶ sklearn. The best DnD character creators are: D&D Beyond – the best official DnD character creator. Use this. Class Levels. Before the meet Step 1: Download and save Visit and go to the Community/Swimmers – Multi Class Swimming section to download the MCPS Event Results Calculator. Enter classification results to compute multi-class accuracy, precision, recall, and F1 score online. FN = 0+0 = 0. “ Class level ” is a character’s level in a particular class. Calculate spell slots: Click the “Calculate” or “Generate” button to initiate the calculation process. The spell slot calculator will process the information provided and display the resulting spell slots for each spell level. Our. ¶. If you're looking for some good ideas on how to build your character, this build calculator might be helpful. In the Python sci-kit learn library, we can use the F-1 score function to calculate the per class scores of a multi-class classification problem. The World Aquatics Points Table allows comparisons of results among different events. Where to input your Multi-Class Points for Qualifying Times in Swim Central. com if you want to give it a try. metrics import roc_auc_score def roc_auc_score_multiclass (actual_class, pred_class, average =. Whether you are blending the mystical talents of a sorcerer and a cleric or fusing the arcane might of a wizard and a bard, the calculator ensures that no magic is wasted. The softmax function extends this thought into a multiclass classification world. Dungeon Master’s Vault – the best unofficial DnD character creator. Say, we have a dataset that has three class labels, namely Apple, Orange and Mango. So the classification problem is not a binary case anymore since we have 3 classes. Any levels gained from multiclassing gain the hit points as described for levels after 1st level, even if they would be the first level gained in a particular class. Multiclassing Overview. Say, we have a dataset that has three class labels, namely Apple, Orange and Mango. Updated Multiclass Calculator Spreadsheet - many new features, no further updates planned. Czado et al. Biology. "TN of C1" is all non-C1 instances that are not classified as C1. This multiclass is one of the easiest to do in Baldur’s Gate 3. This paper presents a systematic analysis of twenty four performance measures used in the complete spectrum of Machine Learning classification tasks, i. Accuracy and weighted accuracy. Click to request Quick Logistics Estimation Tools via MS Teams. I found out that using cross_validate function, I can provide it with a list of scoring parameters for each fold. There are 2 ways to calculate accuracy from the confusion matrix for multiclass. Hi, all! A few days ago, I posted a multiclass calculator spreadsheet for D&D 5e that I had come up with. 33, No. Siphoning away enemy health through Dark Energy is the bread and. Classifier results: Truth data. The materials presented on this page are of illustrative nature, and a detailed description of multiclass will be added after the game's release. g. metrics. , 1 and 2. Use this. Create diagrams, solve triangles, rectangles, parallelograms, rhombus, trapezoid and kite problems. Please click on the feat's name or check the relevant sourcebook to see its full description and any special notes or errata not reflected here. For your War cleric (15)/Battlesmith artificer (5) example. Artificer 201: A Guide to Multiclassing. 97 calculators. The matrix (table) shows us the number of correctly and incorrectly classified examples, compared to the actual outcomes (target value) in the test data. This approach you want to use is sometimes called "Micro-Averaging": first, sum all TNs, FPs, etc for each class, and then calculate the statistic of interest. Review the results: Examine the generated spell slots, typically presented in a table or list format. The problem is that when a prediction is wrong, the accuracy is really lowered. Representative Sport Pathway video transcript (DOCX 21 KB) Below is information outlining classification, the different categories and respective. " Stats and Bots, via Medium. Any way that you look at it. Non-Artificer half and third casters suffer slower slot progression, so if you mix in Ranger or Paladin at an odd level above 2 or Eldritch Knight or Arcane Trickster at non-multiples of. So you would have to use the 3rd row (1*wizard levels + 1/3*arcane trickster levels (rounded down)) on multiclass-spellcaster spell slots table on PHB p. For that reason, you generally shouldnt multiclass until after level 5, because 3rd level spells are really important in DnD/BG3. In the first row, there are 137 examples of class 1 that were classified as class 1, and 13 examples of class 1 that were classified as class 2 . Please see my updated question where I have explained in detail. In multi-class, we have observed that precision has been calculated for individual classes, while in binary class problems, we had a single value. There is a great Rogue subclass combination for all of the gaps mentioned below, such as Soulknife, Swashbuckler, Scout, or Inquisitor. Then sum together the number of levels you have taken in Rogue and Fighter (if you choose spellcasting subclasses) and divide by 3, round down. Currently, there are five full-casters, three half-casters, and two third-casters. Please feel free to calculate the macro average recall and macro average f1 score for the model in the same way. Giant Mech Suit. g. Because you only know spells that you can get in your single class, you end up in a situation where you have spells slots higher than you have spells for. I'm trying to play a Bardlock, and got Hex for my lvl 1 Warlock spell. Rogue/Ranger–a class build that marries sneak attacks with high damage at long range–is currently the most popular multiclass combination in the game, followed closely by a beefy Barbarian/Fighter combo. Doing so lets you mix the abilities of those classes to realize a character concept that might not be reflected in one of the standard class options. Redeem Flight Awards - Cathay PacificChoose Your Subclass: Note: Only subclasses in the SRD are included. Yes, it does. ← D&D 5E – Races D&D 5E – Simplified Rules →. Multiclassing is available once your character reaches Level 2. The discussion on the CCVRC and the threshold. Dice Rolls: 1. Classification loss functions are used when the model is predicting a discrete value, such as whether an. Dungeons and Dragons 5th Edition HP Calculator. "Bayesian Learning for Statistical Classification. In binary classification, you deal with two possible classes. 1 and 7. Baldur's Gate 3 will arrive on our devices very soon. I'm trying to use my warlock slot first since it's recovered on short rest. metrics. Also use the settings to group courses into semesters or to include past GPA. Spell slots will be of a certain kind ( level 1-9 ), and a certain number, and these will be determined by your class. The formula used by this calculator closely matches the official 2017 IAAF Scoring Tables - which are the most recent as of 2019. Download the Talent Tests below. e. Disease prevalence. & Sergo, V. g. Sorcerers have the class feature: In addition, you use your Charisma modifier when setting the saving throw DC for a sorcerer spell you cast and when making an attack roll with one. We also learned how they are implemented in Sklearn and how they are extended from binary mode to multiclass. In Part I of Multi-Class Metrics Made Simple, I explained precision and recall, and how to calculate them for a multi-class classifier. But you can use the following snippet to get accuracy, sensitivity, and specificity. Results and overall placings are determined by using the scores achieved. Each column of the matrix represents the instances of a predicted class, while each row represents the instances of an actual class. When I try to cast it, it says it requires a level 2 slot (which is Bard slot). 5/2 = 2. Even so, the choice to multiclass is complex, and there’s a lot. Each has one class feat, one skill tree, and two action skills. Multiclassing. How to Multiclass Select Add Class on the Level-Up Menu. Head to baldursgate3. Use this calculator to calculate grade point average (GPA) and generate a GPA report. As a third level multiclass spellcaster, you have 4 first level spell slots and 2 second level spell slots but neither Artificer 4 nor Cleric 1 can prepare 2nd level spells. Use this total to determine your spell slots by consulting the Multiclass Spellcaster table. According to the Player's Handbook as far as multiclassing: You determine what spells you know and can prepare for each class individually, as if you were a single-classed member of that class. D&D 5e Multiclassing Spell Slot Calculator How many levels do you have in each of the following classes? Artificer Bard Cleric Druid Sorcerer Wizard Paladin Ranger Eldritch. Spell Slots. “ Class level ” is a character’s level in a particular class. Multi-class classification is a machine learning task that assigns the objects in the input data to one of several predefined categories. Calculate spell slots: Click the “Calculate” or “Generate” button to initiate the calculation process. For official points consult the 2017 IAAF Scoring. A druid D&D multiclass with an artificer doesn't particularly fill any gaps missing in a character's abilities. For example, a barbarian who decides to multiclass into the druid class must have both Strength and Wisdom scores of 13 or higher. Multiclassing without planning will oftentimes weaken a build in comparison to just sticking with a single class, so make sure. It adds another class to make the average. Given a set of samples , and their class labels : The within-class scatter matrix is defined as: Here, is the sample mean of the k -th class. The Multiclass Spell Slot Calculator is an invaluable online tool designed to simplify the complex process of calculating spell slots in multiclass characters. Multiclassing in D&D is a great way to add depth to your character. The D&D Multiclass Spell Slot Calculator brings clarity to this intricate process. PeteNutButter's Ultimate Optimizer's Multiclassing Guide This is a Multiclassing guide as a tool for beginners and seasoned players alike. It’s a pretty comprehensive average-case DPR calculator that computes the average DPR for a character based on the abilities they have, by averaging the damage done by those abilities over the total number of rounds of fighting during a. Here we present the theoretical basis of our NPV and PPV calculator – this is how we can calculate the Negative Predictive Value from sensitivity and specificity. Now you can calculate average precision of a model. This tool empowers players to optimize their spellcasting. Semester 1. Dungeons and Dragons 5th Edition HP Calculator D&D 5e HP Calculator Class and Level: Artificer Barbarian Bard Cleric Druid Fighter Monk Paladin Ranger Rogue Sorcerer Warlock Wizard The game supports both single-player and cooperative multiplayer modes, ensuring a diverse and engaging gaming experience for all players. 2. Enter your level in each of the classes, and then watch the magic. 2. Multiclass Classification. It is a perception that TP, TN, and other metrics are difficult to derive out of the confusion matrix for multi-class but actually, it is quite easy. Just keep in mind that being a Cleric/Barbarian is highly unadvised, since you can't cast or concentrate on spells. So if I go wizard then cleric it will use my INT to determine the spell save DC for clerics. No distraction, no cheating. The four risk categories for FRS, SCORE, and ASCVD calculators were determined by predefined thresholds . Art by yuikami-da, CC License. Feats: Mage Slayer. 259 calculators. If you are a ranger 4/wizard 3, for example, you know three 1st. Access the Level-Up Menu by Pressing the. and has the Tough feat. Multiclassing out of Rogue delays sneak attack progression period. Courses 90 View detail Preview site. How Spell Slots Work. Baldur's Gate 3 > General Discussions > Topic Details. The chosen classes abilities must be as different as possible, fighter/wizard > fighter/barbarian * You henchman class should also be different than your classes, fighter/wizard+Tomi >I am trying to do multiclass classification for the sentence pair task. Improve this answer. You determine what spells you know and can prepare for each class individually, as if you were a single-classed member of that class. E. \$\begingroup\$ It's worth noting that "You determine what spells you know and can prepare for each class individually, as if you were a single-classed member of that class" also implies "ignoring all side-effects of multiclassing rule altogether, for example ignoring calculation of available spell-slots". It is thus a critical topic to understand in this field. The problem is the formula for overall class accuracy given everywhere is (TP +TN. 164-165): You determine your available spell slots by adding together all your levels in the bard, cleric, druid, sorcerer, and wizard. applied to grading of astrocytoma tissues, Chemom Intell Lab. Multiclass Characters and Builds. 0 MCML calculator, we have grouped the CVD risk estimates from these three CCVRC into four categories. Upon leveling up, players can open the Level-Up menu and select Add Class on the upper-right-hand corner of the Level-Up screen. The between-class scatter matrix is defined as: Here, m is the number of. Mills, Peter. 22. This is a Multiclassing guide as a tool for beginners and seasoned players alike. However, BG3 is rounding UP. Third Class and Level: Draconic Sorcerer. So it's like when you have only two classes. Spell Slots. Multiclass can first be accessed at level 2 from the level-up screen. A character may add new classes as he or she progresses in level, thus becoming a multiclass character. Fighter / Barbarian. Suppose there are three classes: C1, C2, and C3 "TP of C1" is all C1 instances that are classified as C1. The class abilities from a character’s different classes combine to determine a multiclass character’s overall abilities. and is a Hill Dwarf Average Rolled 21. Barbarian Feature (Primary Stat – Strength) Level 1. Overview. The spells must be of a level for. , One-vs-Rest or One-vs-One. Examples. outsider Aug 5 @ 3:23am. If you were Cleric level 2 and Sorcerer level 3, you could upcast level 1 or 2 spells using your 3rd level spell slots, but you wouldnt know any actual 3rd level spells like Fireball or Spirit Guardians. Ground truth (correct) target values. In conclusion, sorcerer/paladin multiclass splits that get 6th level spell slots: 11/1 & 10/2 & 9/3, (where the last one is only possible due to the change in BG3). Yes, it does. With multiple classes one can calculate binary classification metrics for. Hereafter, we present different metrics for the multi-class setting, outlining pros and cons, with the aim to provide guidance to make the best choice. 14 + 9 + 9 = 32. ” “binary classification” or “regression. This is a very weird interaction, and it leads me to recommend that you should respec and level you main class as your LAST. In order to compare the multiclass risk labels of the AtheroEdge 3. The spell slot calculator will process the information provided and display the resulting spell slots for each spell level. The formula for each class is. ️ Run the following code snippet to plot the values of log (x) and -log (x) in the range 0 to 1. The Character Advancement table summarizes the XP you need to advance in levels from level 1 through level 20, and the proficiency bonus for a character of that level. D&D 5E – Multiclass Spell Slot Calculator. - The dataset. Ask Question Asked 1 year, 4 months ago. Multi Class results are calculated according to a swimmer's classification. Each tier has a unique color and there are currently a total of six tiers in the game (excluding tierless/White Tier items, which are mostly. Each perceptron is trained to recognize one class. However when there are more than two classes (multiclass classification) it's impossible to use this distinction positive/negative directly, so there are no general TP,FP,FN,TN cases. The default multiclass method for computing roc_auc() is to use the method from Hand, Till, (2001). In machine learning, the hinge loss is a loss. , classifying a set of fruit images that may be oranges, apples or pears. For all subclasses, see the Player's HandbookThe vertical axis represents the value of the Hinge loss (in blue) and zero-one loss (in green) for fixed t = 1, while the horizontal axis represents the value of the prediction y. Confusion Matrix for Multi-Class Classification. The final countdown to the PC release of Baldur's Gate 3 is underway - in the eyes of many a surefire candidate for game of the year. 164) or basic rules clearly address how known and prepared spells work if multiclassed into 2 or more classes (or subclasses) with the Spellcasting feature: Example #3: A multiclass character who started with two levels in the fighter class (d10), then got two levels in barbarian (d12), and then two levels in paladin (d10) would determine her maximum HP by rolling 3d10+2d12+10. The Multi Class Point Score Calculator (MCPS) determines the results and official placing for Multi Class events. Use this. Softmax finds application in several subjects, including multiclass neural networks. The World Aquatics Point Scoring assigns point values to swimming performances, more points for world class performances typically 1000 or more and fewer points for slower performances. Instructions: enter the number of cases in the diseased group that test positive (a) and negative (b); and the number of cases in the non-diseased group that test positive (c) and negative (d). Think of your real money play as a performance. e. Responding to the question 'what metric should be used for multi-class classification with imbalanced data': Macro-F1-measure. Note, scores aren’t designed to compare men’s and women’s performances. Notes. Similarly, a spellcasting focus, such as a holy symbol, can be used only for the spells from the class associated with that focus. g. In the ‘Level Up. For simplicity’s sake, let’s consider our multi-class classification problem to be a 3-class classification problem. Then sum together the number of levels you have taken in Rogue and Fighter (if you choose spellcasting subclasses) and divide by 3, round down. Multiclass Classification using Support Vector Machine. Any metric from the confusion matrix can be combined with micro, macro, and weighted. With these definitions for p0 p 0 and pe p e, we arrive at the sklearn calculation: κ = (po −pe)/(1 −pe) κ = ( p o − p e) / ( 1 − p e) and is it a good idea for my usecase. sklearn. 9333333. Then, we will use the evaluate () function from cvms. What about Multi-Class Problems? Like if I have a classification problem with 3 or more classes i. Consult the information in your character’s class description to see what other improvements you gain at each level. GPA Calculator. A ranger needs 13 Dexterity and Wisdom to multiclass. The concept of the multi-class confusion matrix is similar to the binary-class matrix. you would get 1d8, 3d6 to spend how you want. Level 3: Gain Deflect Missiles and a subclass. I tried metric = load_metric("glue", "mrpc") metric. But with 12 classes and 46 subclasses to pick and choose between, there are many more variations to discover and explore for yourself. With this confusion matrix calculator, we aim to help you to calculate various metrics that can be used to assess your machine learning model's performance. Class and Level: Constitution Modifier: Tough Feat Hill Dwarf Draconic Sorcerer. I've got a multiclass calculator for spell slots and this is what it says: A) 4/4/4 - 12 cantrips, 5 learned, 14 prep, max level for all is 2nd level, 3 ASI/feats B) 6/2/4 - 12 cantrips, 5 learned. Evaluation Metrics For Multi-class Classification Python · Red Wine Quality, Digit Recognizer. We must repeat this for each class present on the data, so for a 3-class dataset we get 3 different OvR scores. Tiny Tina’s Wonderlands has six classes: Brr-Zerker, Clawbringer, Graveborn, Spellshot, Spore Warden, and Stabbomancer. Beginners to free casino games generally wish to learn a new online game or improve their skills. Enter classification results to compute multi-class accuracy, precision, recall, and F1 score online. When you multiclass your spell slots change to match the table (Pg 165 PHB). If you're looking for some good ideas on how to build your character, this build calculator might be helpful. Precision. The multiclass problem is broken down to multiple binary classification cases, which is also called one-vs-one. Hassassin's answer has the pertinent rules quote. Then you can click on the Print button to open a PDF in a separate window with the inputs. You gain the 1st level hit points only from your very first level as a 1st level character. 13. If they multiclass into a ranger, the rules demand that, to calculate one's spellcaster level, you take a third of the levels in Eldritch Knight and add them to half of the levels in ranger, all rounded down. Sorted by: 1. Classification accuracy is the total number of correct predictions divided by the total number of predictions made for a dataset. This is our recommended approach in most use cases. As log (0) is -∞, we add a small offset, and start with 0. For an alternative way to summarize a precision-recall curve, see average_precision_score. Alchemist Artificer Multiclass Recommendations Life Cleric (1) / Alchemist Artificer (19) This Alchemist is a healer. At level 1, you don’t have much to base your AC on. It’s so fast and easy you won’t want to do the math again! Your life in 3537 free calculators. One of the advantages of using confusion matrix as evaluation tool is that it allows more detailed. metrics. An element of the confusion matrix at row i. pyplot as plt ### Confusion Matrix from sklearn. For example, "spam" or "not spam" emails or "fraudulent" or "non-fraudulent" transactions. Multiclass Spellcasting Calculator: Dungeons and Dragons 5e. In this post I’ll explain another popular performance measure, the F1-score, or rather F1-scores, as there are at least 3 variants. That if you multiclass with an item that gives you spell equipped, the spell save DC for said spell will be based off your FORMER class until you unequip and re-equip the item so that it updates your stat/class check. Enter your level in each of the classes, and then watch the magic happen. You get one hit dice per level of each class that you have. The class is highly customizable, allowing you to be a formidable frontline or ranged combatant, or support. 6) If multi class events have been set up in your meet manager file then the following screen will display after the meet manager review screen. def class_matric (confusion_matrix, class_id): """ confusion matrix of multi-class classification class_id: id of a particular class """ confusion_matrix = np. If you pick two casters with different spell casting modifiers (ex: Cleric [WIS[, Wizard ), it will use the spellcasting modifier from the one you used first in calculating spell save DC on the character sheet and the spell popup window. 0. Courses 115 View detail Preview site. See for yourself that we walk the walk too. The Spellshot's active skills, low tier passive skills, and class feature can all be extremely beneficial for both spell/gun hybrid. Fun way to give the Drake the ability to fly even while you. Contact admin. Precision. 3. So increased flexibility at the cost of lower power, which is exactly how multiclassing is supposed to work. org. Calculating multiclass HP is pretty easy: if you want to get a level in Barbarian, roll a d12 and add your Constitution modifier (or you can take the average: 7 + Constitution mod). 5. D&D 5e. where P n and R n are the precision and recall at the nth threshold. As these points accumulate, PCs advance in level and power. It was in pretty good shape then, but u/Lazyspartan101 found a bug, and u/StrangrDangarz and u/KanKrusha_NZ suggested some good improvements. Parameters: y_true 1d array-like, or label indicator array / sparse matrix. It is used to determine when feats and ability score boosts are gained. Enter your level in each of the classes, and then watch the magic. Classification can provide students with wonderful opportunities to participate in competitive school sport. Monitoring Realized Performance for Multiclass Classification. 9s . Archetype Casters (Eldritch Knight, Arcane Trickster) add 1/3 their levels. You determine your available spell slots by adding together all your levels in the bard, cleric, druid, sorcerer, and wizard classes, and half your levels (rounded down) in the paladin and ranger classes. Multiclass Characters. It's a spreadsheet where you pick the class you want at each level, and it tells you what you get at each level for having done so. Multiclass. It will open a new menu (similar to character creation) where you pick it. Take the results for. (The maximum rank for a class skill is 3 + character level. Items can inherently have tiers or gain them. The aim is to. Armorer Multiclass Builds. Once this low barrier to entry is cleared, at the next level up, players will want to click on the Add Class button in the upper right of their. Spell Slots. So if you are Wizard 3, Monk 1. Tabular Data Binary Classification: All Tips and Tricks from 5 Kaggle CompetitionsGraveborn. Use this total to determine your spell slots by consulting the Multiclass Spellcaster table. Let us elaborate on the features of the multi-class confusion matrix with an example.