diff --git a/src/models/flashCardsModel.ts b/src/models/flashCardsModel.ts
index 250d0ccd..fc081d81 100644
--- a/src/models/flashCardsModel.ts
+++ b/src/models/flashCardsModel.ts
@@ -19,7 +19,7 @@ export interface sessionTrainingData {
   numberOfTimesWrittenFast: number;
   numberOfTimesWrittenWrong: number;
   lastTenTimesSpeed: number[];
-  completed: boolean;
+  completed: boolean | null;
 }
 
 export interface generatedData {
@@ -62,6 +62,11 @@ export interface flashCardActionModel {
   loadNextDailyTraining: Action<flashCardStoreStateModel, Date>;
 
   setSessionTrainingData: Action<flashCardStoreStateModel>;
+  setInfiniteSessionTrainingData: Action<
+    flashCardStoreStateModel,
+    activeFlashCard[]
+  >;
+  mergeSessionTrainingData: Action<flashCardStoreStateModel>;
   addTimeSessionTrainingData: Action<flashCardStoreStateModel, number[]>;
 
   fetchUserData: Thunk<flashCardActionModel>;
diff --git a/src/pages/concepts-page/ConceptsPage.styled.tsx b/src/pages/concepts-page/ConceptsPage.styled.tsx
index 73ed07ca..908849bf 100644
--- a/src/pages/concepts-page/ConceptsPage.styled.tsx
+++ b/src/pages/concepts-page/ConceptsPage.styled.tsx
@@ -19,5 +19,5 @@ export const PageContainer = styled.div.attrs({
   className: 'text-gray-600 body-font flex flex-row',
 })`
   background-color: #222424;
-  ${height}
+  min-height: ${height};
 `;
diff --git a/src/pages/concepts-page/custom-training-tier/CustomTrainingTier.styled.tsx b/src/pages/concepts-page/custom-training-tier/CustomTrainingTier.styled.tsx
index d31d09ca..33983906 100644
--- a/src/pages/concepts-page/custom-training-tier/CustomTrainingTier.styled.tsx
+++ b/src/pages/concepts-page/custom-training-tier/CustomTrainingTier.styled.tsx
@@ -7,3 +7,19 @@ export const FullWidthFullHeightContainer = styled.div.attrs({
 export const SmallScreenButtons = styled.div.attrs({
   className: 'flex flex-row justify-between w-full mb-4',
 })``;
+
+export const FinishTrainingButton = styled.button.attrs({
+  className:
+    'import sc-bYwzuL text-white rounded p-2 mb-4 inline-block ml-2 bg-[#333] hover:bg-[#3b3b3b] active:bg-[#222] position-relative',
+})`
+  font-size: 1.2rem;
+  width: 150px;
+  height: 50px;
+`;
+
+export const ButtonContainer = styled.div.attrs({
+  className: `
+      text-md font-bold mt-12 flex flex-col items-center w-full justify-center text-white
+      sm:text-xl md:text-2xl xl:mt-12 content:center
+    `,
+})``;
diff --git a/src/pages/concepts-page/custom-training-tier/CustomTrainingTier.tsx b/src/pages/concepts-page/custom-training-tier/CustomTrainingTier.tsx
index 173ef33e..ef7407cc 100644
--- a/src/pages/concepts-page/custom-training-tier/CustomTrainingTier.tsx
+++ b/src/pages/concepts-page/custom-training-tier/CustomTrainingTier.tsx
@@ -6,7 +6,10 @@ import { TrainingComponent } from '../trainingComponent/TrainingComponent';
 import {
   FullWidthFullHeightContainer,
   SmallScreenButtons,
+  ButtonContainer,
+  FinishTrainingButton,
 } from './CustomTrainingTier.styled';
+import { useStoreActions } from '../../../store/store';
 
 interface CustomTrainingTierProps {
   setCurrentTier: (tier: number) => void;
@@ -15,15 +18,23 @@ interface CustomTrainingTierProps {
 export const CustomTrainingTier = ({
   setCurrentTier,
 }: CustomTrainingTierProps) => {
+  const mergeSessionTrainingData = useStoreActions(
+    (actions) => actions.mergeSessionTrainingData,
+  );
+
   const [activeTraining, setActiveTraining] = useState<boolean>(false);
 
   const startTraining = () => {
     setActiveTraining(true);
   };
 
+  const finishTraining = () => {
+    mergeSessionTrainingData();
+    setActiveTraining(false);
+  };
+
   return (
     <React.Fragment>
-      Under Construction
       {activeTraining ? (
         <>
           <FullWidthFullHeightContainer>
@@ -31,7 +42,12 @@ export const CustomTrainingTier = ({
               <GearIcon />
               <StatisticsIcon />
             </SmallScreenButtons>
-            <TrainingComponent setActiveTraining={setActiveTraining} />
+            <TrainingComponent setActiveTraining={startTraining} />
+            <ButtonContainer>
+              <FinishTrainingButton onClick={() => finishTraining()}>
+                Finish Training
+              </FinishTrainingButton>
+            </ButtonContainer>
           </FullWidthFullHeightContainer>
         </>
       ) : (
diff --git a/src/pages/concepts-page/custom-training-tier/CustomTrainingWelcome.styled.tsx b/src/pages/concepts-page/custom-training-tier/CustomTrainingWelcome.styled.tsx
index 1b9bbcc6..362274da 100644
--- a/src/pages/concepts-page/custom-training-tier/CustomTrainingWelcome.styled.tsx
+++ b/src/pages/concepts-page/custom-training-tier/CustomTrainingWelcome.styled.tsx
@@ -4,7 +4,6 @@ export const FlexContainer = styled.div`
   display: flex;
   flex-direction: column;
   align-items: center;
-  padding-top: 50px;
 `;
 
 export const Header = styled.h1`
diff --git a/src/pages/concepts-page/custom-training-tier/CustomTrainingWelcome.tsx b/src/pages/concepts-page/custom-training-tier/CustomTrainingWelcome.tsx
index 19c345ac..3368b579 100644
--- a/src/pages/concepts-page/custom-training-tier/CustomTrainingWelcome.tsx
+++ b/src/pages/concepts-page/custom-training-tier/CustomTrainingWelcome.tsx
@@ -1,5 +1,5 @@
 import React, { useState } from 'react';
-import { useStoreState } from '../../../store/store';
+import { useStoreState, useStoreActions } from '../../../store/store';
 import { TagSelection } from './TagSelection';
 import {
   FlexContainer,
@@ -11,6 +11,7 @@ import {
   ActionButton,
   BeginButton,
 } from './CustomTrainingWelcome.styled';
+import type { activeFlashCard } from 'src/models/flashCardsModel';
 
 interface CustomTrainingWelcomeProps {
   setActiveTraining: () => void;
@@ -20,11 +21,34 @@ export const CustomTrainingWelcome = ({
   setActiveTraining,
 }: CustomTrainingWelcomeProps) => {
   const tags = useStoreState((state) => state.tags);
+  const setInfiniteSessionTrainingData = useStoreActions(
+    (actions) => actions.setInfiniteSessionTrainingData,
+  );
+  const flashCards = useStoreState((state) => state.flashCards);
 
   const [unSelectedTags, setUnSelectedTags] = useState<string[]>(
     Object.keys(tags),
   );
-  const [selectedTags, setSelectedTags] = useState<string[]>(['hello']);
+  const [selectedTags, setSelectedTags] = useState<string[]>([]);
+
+  const startTraining = () => {
+    if (selectedTags.length != 0) {
+      const filteredFlashCards: activeFlashCard[] = [];
+      flashCards.forEach((flashCard, index) => {
+        for (const tag of selectedTags) {
+          if (flashCard.tags.includes(tag)) {
+            filteredFlashCards.push({
+              flashCard: flashCard,
+              flashCardIndex: index,
+            });
+            break;
+          }
+        }
+      });
+      setInfiniteSessionTrainingData(filteredFlashCards);
+      setActiveTraining();
+    }
+  };
 
   const switchTag = (tag: string, selected: boolean) => {
     if (selected == true) {
@@ -78,7 +102,7 @@ export const CustomTrainingWelcome = ({
             />
           </SplitRight>
         </TagContainer>
-        <BeginButton onClick={() => setActiveTraining()}>
+        <BeginButton onClick={() => startTraining()}>
           Begin Training
         </BeginButton>
       </FlexContainer>
diff --git a/src/pages/concepts-page/manager-tier/DialogPortal.tsx b/src/pages/concepts-page/manager-tier/DialogPortal.tsx
index ec266879..90536ad6 100644
--- a/src/pages/concepts-page/manager-tier/DialogPortal.tsx
+++ b/src/pages/concepts-page/manager-tier/DialogPortal.tsx
@@ -12,7 +12,6 @@ export const DialogPortal = ({
   selectedFlashcardIndices,
 }: DialogPortalProps) => {
   const addTagFlashCard = useStoreActions((state) => state.addTagFlashCard);
-  const tags = useStoreState((state) => state.tags);
   const updatedFlashCards = useStoreState((state) => state.flashCards);
 
   const [showModal, setShowModal] = useState(false);
@@ -27,6 +26,7 @@ export const DialogPortal = ({
 
   const handleAddTag = () => {
     console.log('Adding tag:', input);
+    console.log('happening');
 
     selectedFlashcardIndices.forEach((index) => {
       addTagFlashCard({ key: input, index });
diff --git a/src/pages/concepts-page/manager-tier/FlashCard.tsx b/src/pages/concepts-page/manager-tier/FlashCard.tsx
index 01696b58..9373fddb 100644
--- a/src/pages/concepts-page/manager-tier/FlashCard.tsx
+++ b/src/pages/concepts-page/manager-tier/FlashCard.tsx
@@ -71,9 +71,19 @@ export const FlashCard = ({
 
   const onSelectedChange = (selected: string) => {
     if (selected === 'text') {
-      setNewFlashCard({ ...newFlashCard, type: 'text', imageSrc: '' });
+      setNewFlashCard({
+        ...newFlashCard,
+        type: 'text',
+        question: newFlashCard.answer,
+        imageSrc: '',
+      });
     } else if (selected === 'translation') {
-      setNewFlashCard({ ...newFlashCard, type: 'translation', imageSrc: '' });
+      setNewFlashCard({
+        ...newFlashCard,
+        type: 'translation',
+        question: newFlashCard.answer,
+        imageSrc: '',
+      });
     } else if (selected === 'image') {
       setNewFlashCard({ ...newFlashCard, type: 'image', question: '' });
     }
@@ -138,9 +148,17 @@ export const FlashCard = ({
         <PhraseTextBox
           placeholder={newFlashCard.answer}
           disabled={lockInputs}
-          onChange={(e) =>
-            setNewFlashCard({ ...newFlashCard, answer: e.target.value })
-          }
+          onChange={(e) => {
+            if (newFlashCard.type === 'text') {
+              setNewFlashCard({
+                ...newFlashCard,
+                answer: e.target.value,
+                question: e.target.value,
+              });
+            } else {
+              setNewFlashCard({ ...newFlashCard, answer: e.target.value });
+            }
+          }}
           value={newFlashCard.answer}
           //value = {questionInput}
         />
diff --git a/src/pages/concepts-page/trainingComponent/TrainingComponent.tsx b/src/pages/concepts-page/trainingComponent/TrainingComponent.tsx
index e63870ca..de3ed027 100644
--- a/src/pages/concepts-page/trainingComponent/TrainingComponent.tsx
+++ b/src/pages/concepts-page/trainingComponent/TrainingComponent.tsx
@@ -36,8 +36,9 @@ export function TrainingComponent({
 
   useEffect(() => {
     const filteredSessionData = sessionTrainingData.filter(
-      (item) => item.completed == false,
+      (item) => item.completed == false || item.completed == null,
     );
+    console.log(trainingData);
     if (filteredSessionData.length != 0) {
       if (itemsInSession != filteredSessionData.length) {
         setTrainingData([
diff --git a/src/pages/concepts-page/util/generateTrainingData.ts b/src/pages/concepts-page/util/generateTrainingData.ts
index 7efc6f20..10fe4996 100644
--- a/src/pages/concepts-page/util/generateTrainingData.ts
+++ b/src/pages/concepts-page/util/generateTrainingData.ts
@@ -8,7 +8,7 @@ const numberItemsToGenerate = 20;
 const generateTrainingData = (sessionTrainingData: sessionTrainingData[]) => {
   const filteredSessionTrainingData: number[] = [];
   sessionTrainingData.forEach((card, index) => {
-    if (card.completed === false) {
+    if (card.completed === false || card.completed === null) {
       filteredSessionTrainingData.push(index);
     }
   });
diff --git a/src/store/flashCardStore/action.ts b/src/store/flashCardStore/action.ts
index 96e59671..a27ce69a 100644
--- a/src/store/flashCardStore/action.ts
+++ b/src/store/flashCardStore/action.ts
@@ -3,7 +3,6 @@ import type {
   flashCardActionModel,
   sessionTrainingData,
   flashCard,
-  tag,
 } from '../../models/flashCardsModel';
 
 const flashCardStoreActions: flashCardActionModel = {
@@ -58,7 +57,9 @@ const flashCardStoreActions: flashCardActionModel = {
 
   addTagFlashCard: action((state, payload) => {
     const { key, index } = payload;
-    state.flashCards[index].tags.push(key);
+    if (!state.flashCards[index].tags.includes(key)) {
+      state.flashCards[index].tags.push(key);
+    }
     if (!(key in state.tags)) {
       state.tags[key] = [];
     }
@@ -68,6 +69,7 @@ const flashCardStoreActions: flashCardActionModel = {
   }),
 
   setSelectedTag: action((state, payload) => {
+    console.log('Setting a tag');
     state.selectedTags = payload;
   }),
 
@@ -90,12 +92,10 @@ const flashCardStoreActions: flashCardActionModel = {
 
     state.nextTrainingDate = currentDate;
 
-    console.log(currentDate.getTime());
     localStorage.setItem('nextDailyTraining', currentDate.getTime().toString());
   }),
 
   loadNextDailyTraining: action((state, payload) => {
-    console.log(payload);
     state.nextTrainingDate = payload;
   }),
 
@@ -126,6 +126,39 @@ const flashCardStoreActions: flashCardActionModel = {
     state.sessionTrainingData = sessionTrainingData;
   }),
 
+  setInfiniteSessionTrainingData: action((state, payload) => {
+    const activeFlashCards = payload;
+    const sessionTrainingData: sessionTrainingData[] = [];
+
+    while (activeFlashCards.length != 0) {
+      const randomIndex = Math.floor(Math.random() * activeFlashCards.length);
+      const randomFlashCard = activeFlashCards[randomIndex].flashCard;
+
+      sessionTrainingData.push({
+        flashCard: randomFlashCard,
+        flashCardIndex: activeFlashCards[randomIndex].flashCardIndex,
+        numberOfTimesWritten: 0,
+        numberOfTimesWrittenFast: 0,
+        numberOfTimesWrittenWrong: 0,
+        lastTenTimesSpeed: [],
+        completed: null,
+      });
+
+      activeFlashCards.splice(randomIndex, 1);
+    }
+    state.sessionTrainingData = sessionTrainingData;
+  }),
+
+  mergeSessionTrainingData: action((state) => {
+    state.sessionTrainingData.forEach((card) => {
+      state.flashCards[card.flashCardIndex].timesTyped +=
+        card.numberOfTimesWritten;
+      state.flashCards[card.flashCardIndex].timesErrored +=
+        card.numberOfTimesWrittenWrong;
+    });
+    state.sessionTrainingData = [];
+  }),
+
   addTimeSessionTrainingData: action((state, payload) => {
     const index = payload[0];
     const time = payload[1];
@@ -147,8 +180,9 @@ const flashCardStoreActions: flashCardActionModel = {
 
     state.sessionTrainingData[index].numberOfTimesWritten++;
     if (
-      state.sessionTrainingData[index].numberOfTimesWritten >= 6 ||
-      state.sessionTrainingData[index].numberOfTimesWrittenFast >= 10
+      state.sessionTrainingData[index].completed != null &&
+      (state.sessionTrainingData[index].numberOfTimesWritten >= 6 ||
+        state.sessionTrainingData[index].numberOfTimesWrittenFast >= 10)
     ) {
       state.sessionTrainingData[index].completed = true;
       const flashCardIndex = state.sessionTrainingData[index].flashCardIndex;